{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import re\n",
    "import SMBcorr\n",
    "import h5py\n",
    "import numpy as np\n",
    "import pointCollection as pc\n",
    "import ipywidgets as widgets\n",
    "import matplotlib.pyplot as plt\n",
    "import netCDF4 as nc\n",
    "import glob\n",
    "\n",
    "#%matplotlib notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "ds={}\n",
    "thedir='/Volumes/ice2/ben/MAR/MAR_basin_ts_3.11.2'\n",
    "for fname in glob.glob(thedir+'/*.nc'):\n",
    "    model=os.path.basename(fname).replace('_1980-2019.nc','').replace('_1980-2020.nc','').replace('MARbasin_ts_','MAR')\n",
    "    ds[model]=nc.Dataset(fname,'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "this_model=ds[model]\n",
    "\n",
    "sub_basins=np.array(this_model['basin'])\n",
    "basins=np.unique(np.floor(sub_basins))\n",
    "\n",
    "N_sub=np.zeros_like(sub_basins)\n",
    "W_sub=np.zeros_like(sub_basins)\n",
    "\n",
    "for basin in basins:\n",
    "    subs = (np.floor(sub_basins)==basin).nonzero()\n",
    "    this_N=np.zeros_like(subs)\n",
    "    for ii, sub in enumerate(subs):\n",
    "        this_N[ii] = np.sum(this_model['BASIN_MSK'][sub,:,:])\n",
    "    this_W=this_N/np.sum(this_N)\n",
    "    W_sub[subs]=this_W\n",
    "    N_sub[subs]=this_N"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<class 'netCDF4._netCDF4.Dataset'>\n",
       "root group (NETCDF4_CLASSIC data model, file format HDF5):\n",
       "    dimensions(sizes): time(14610), X12_251(240), Y20_465(446), basin(19)\n",
       "    variables(dimensions): float64 \u001b[4mtime\u001b[0m(time), float64 \u001b[4mX12_251\u001b[0m(X12_251), float64 \u001b[4mY20_465\u001b[0m(Y20_465), float64 \u001b[4mbasin\u001b[0m(basin), float64 \u001b[4mLON\u001b[0m(Y20_465,X12_251), float64 \u001b[4mLAT\u001b[0m(Y20_465,X12_251), float64 \u001b[4mSH\u001b[0m(Y20_465,X12_251), float64 \u001b[4mMSK\u001b[0m(Y20_465,X12_251), float64 \u001b[4mBASIN_MSK\u001b[0m(basin,Y20_465,X12_251), float64 \u001b[4mDHDT_total\u001b[0m(time,basin), float64 \u001b[4mDHDT_compaction\u001b[0m(time,basin), float64 \u001b[4mDHDT_SMB\u001b[0m(time,basin), float64 \u001b[4mDHDT_melt\u001b[0m(time,basin)\n",
       "    groups: "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "this_model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get the gsfc history\n",
    "me={}\n",
    "me['ds'] = nc.Dataset('/home/ben/git_repos/SMBcorr/time_history/merra_hybrid_v1.1/basin_hist.nc','r')\n",
    "me['components']=['FAC', 'cum_smb_anomaly','height']\n",
    "me['year'] = np.array(me['ds']['time'])\n",
    "component_styles=['--',':','-']\n",
    "me['t_sub']= me['year']> 2018.5\n",
    "me['basin'] = me['ds']['basin']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wJOkI3+6azcTNE9gaOo8pW5ozOvJ5dm3JISutgOy0fHlNyaV+ZH0AnKt58/oD0aSmaaSmaaSlu5Oa4YWhgdQ4yLNz4ahrU4wUYNQLMJoLMGpmcrUcAFyqOhMekIi9nY6Do4aDkwF7ZyPBrSXiu9nD9fmuagouAa64uBkLS9jXqCEW8f1PejL4KdBKEb2KiLg45kOhUCiuBEv838tAB13Xi4t4LAN+0jRtChL8GkZRvPtNj+8AUWC1ekqsuBgcSmpeyKPucZesufYUQ2tf/xVrUhrPeJ4qcf35+yTe5eQPltIXymNSIldieVvbxGiaZgO4I5EQZYLRYGZHTgRnT+VTJ6QOb7R/na92fklyTjL7EvZhYwvbbOaQ75HP092f/tf+PiFOvPtjzVKPX6+zP/suM9rwu0KZHx1a6vagMEceCiv9H9xgKHWTQqFQXBGapv0f0BGoomlaDPA/JAvHHlhrefDZquv6SF3XD2ia9jMy5V4AjFIZOYrKQlncEv8BwjRNq65pmh2SgrbskjbLAIscJP2BDWUVXwLw1vAYQGPDN9EAuNq78mb7NwF4oP4DAKw6vornVj/HH6f+KKtuFQqFotKg6/pgXdf9dV231XU9SNf1b3Rdr6XrerCu640ty8hi7cfrul5T1/U6uq6vrMixlxWG+nUx1K/LqU0hnNoUwqG8LA7lla3a69USb8om3pRdZsebHriN6YHbODnVg5NTPTA4O2NwvnL9lJuB6zZMdF0vAJ4GVgOHgJ8t1vg7mqb1sTT7BvC2pKQ9D5Spxnif8a0I4gwLfyqqHvtk8ycJcgvi8V8fZ2/8XrwcvAj1COXBxQ9i1s2XOZqiosg35fPj3h+545s78J/sj+dET9p/275w+7u/v8v/fvsfG05uICYthk2nNrHp1KbC7ZVVLFChUCgUV06ZxJjour4CWHHJureKvc8BBpRFXyWhebjTxmMLC4934cIF8PICBxsHlt2/jO4/dKfzd51Jy03jxdYvMuGvCeyO201T/6Y3ajiKK+RC9gUOJx2mRWALbAw2jF45mi92fEHdKnXpU7sP9jb2VHMvCoL+/dTv/Bb9G+9seqdw3QMNHqB9SHvMupmwT8MI9wmnXbV2tK3WlsiASOyMdiV1rVAobiJs/CQTICdC4vZ0Szie7bodAJx/VDQ+ejzzJwArffdZ9qz4LCIvQ9n8Bp0ryACgilHCAg7eIfonvZb3BOD0ailGGvTB5jLpryKpVMGv10MD//PMS7HluwmxPDtJSsY38Y7g92G/0/W7rlT3qM6YlmOY8NcEVhxdoQyTCmbF0RXcM/ce8s35RD0dRZh3GIPqD+Lu2ndzV9hdGLR/O/PWDV1HWm4af53+i5MpJ6npWZMGVSXfLzMvk241uvFb9G/8GvUrAC52Lky9cyqPNX2sXM9NoVAoFNfOLWOYPDunCRNapHNoczLEGaBWLXB2Jnz3bsZ3Hs/wZcM5kXKCMS3G0LZa24oe7m1NWm4aI34ZQW3v2kzsOhE/F9EO6Bja8T/3dbN3o2dYz3+td7V35YteXwCQkJnAn6f/ZO3xtdT2rg1AXEYc59LP4evsi6+zL7ZG27I7IYVCcUMwOEhmS1yfGgBEPHIAgF7eewD44Zx4SraHXZs8dbJJ4k88jWXvWTmZLx6O6rYu/9HyyvC3Kfk4v9aW8KC2OfcBkHRBronvT6JzYk5PL5P+y5NbJh/EObIePdw288vfvpinfw6ZmZCQAPfcw4B6/XC2dWb8H+OZ9vc00nJvvfSqayUrP4uxG8Zy37z72J8g/8jHLhzjm53fsPrYag4lHiLPlFemfb667lVi02OZ1XcWd9e+G1d71zI9vq+zL/fVu48ZvWbQPkRiVEatGEXTr5oSNDUI/8n+vLz2ZU4mnyzTfhUKhUJx/dwyHhM0jcjwLBZs9eHp8VW54LOepx/Ppe37d+Eycw6DIgbx88GfmdxtMnYGO/bF7yucBrgZMZlN6OjYGEr+E6bkpGC05M1rmoazrfNFOim6rrPp1CZG/DqCqPNRRPhEkJ0vkeMbozfy+C+PF7Y1aAZC3ENY/eBqwrzD+D36d1YeW0meKY+s/CzMuhmDZmBi14m4O7izLWYbBxMPkmfKI+p8FHGZcRSYC5jXfx4Xsi8w78A8xrQcQ4vAFjfwCl3MhC4TGBQxiOTsZNacWMOULVP4JeoXDjx1oMRpI4VCUXGce/4OAL56+lMAWjlsLbHdwLBV19WP1VOSapbfPrMlgL4sPCge16kDcbX6J382XCRvGspLrQ7DAKj5wO7rGkdFcOsYJsBDkxrwensTMxgFiTB/gs5vNp1p/9prDN/zC7N2z8LT0ZMHFz/IXWF38d293/33QW8wWflZ5JnysDPa4WR75V+GQQsGsejQIqo4VcHPxQ8/Fz+c7ZxZPEiklocvHc7iw4sL2xs0A/Wq1GP/U+IVafpVU3bH7aaaezU2DN1Ap+qdCts+3OhhulTvwtn0s0SnRBN1PorjycfxdPQEYHvsdqZsmYK9jT1Otk4YNANm3cz7Xd4HYP7B+UzeMhmQIOQA1wDsjfaYdTNejl4ceOoALnZl4968UsK8wwjzDgPgicgniEmLISkrSRklCoVCUcnQKmuKZWRkpL59+/ar3m/Op2nY6Hl41qpCr17QL3Q78082R7e1oe5IE35hjcHVlT1xe0h6OalUj8ONRtd17vv5PpYcXlK4ztfZl241uvHDfZZqk9s+4UL2Bfxd/Al2Fw07Hycfmgc253TqaT7/Ywop52OI17KIy4zHwdGVXx9YjrOtE7/snMvhnBg0TcOsm0nLTcPd3p2X2rwEwPS/p+Ni50K/ev3KfColOz+bcxnnsDHYEOQWdN03/xPJJzDrZmp51QLgVMopHG0d8XX2BWD0ytHU8qrF6JajARi6eCiRAZGFn2ftmkUD3wY0D2xObkEuiw4tomVQS2p41mBv/F4+/+dz3u74dmGsi6Li0DRth67rkRU9DkXJuGleekutS5kf1xpL0nCLqGlPrFoxT/llGXNyrYqvZUWMJYvnifai5VUQfbpCxlEa6/QFpX7XbymPCcDDz7gVvh85Er7+uhnRhBCaf4r7DsJHnrvwzK5Cam4qSw8vpV94vwoZp6Zp9K/XnxoeNQh2DyY7P5uTKSfxd/EvbDNt2zROJJ+4aL/+4f2ZP2A+1dyCmTBpJ/xRTDDO3R1+fRhSUui9fj29nZ2hRQt4+GGo2wGaNCls+nSLfyvglhWOto7U8Kxxzfv3+7kfuq6zaJC4JocsGoKLnQtrH1oLQP/5/QlyCyr0Dh1IvNgDk5iVWBhHVGAuYNSKUTzd/GmaBzbHxmDD0CVDeav9W7zZ4U0SMhL4cseX9A/vrwwThUKhqATcch6T4sTESHJOm7pJrG81lu+bGhl67nN+3VaLUd3zqeZejU2PbPrvA5UxuQW52NtYqhabTPDssxAbCwMHwn33ga1kjJjMYnHHpscSkxaD0WDE19mXULMbvPoqzJwJo0dDWBjk5MCBA/Dnn5CVJcV17O1l3UlLkKe/P4waBQ8+CCFSp4ecHFixAqZOhXPnQNPA1RWGD4c+fSA4WNbdQGb8M4N5B+axccBycHLi0xX/I/2LT3hdbwujRvF7TRtsHJxoU60NACuPShR6Sdk5JZGSk0KeKa/Qw3Io8RCu9q4EuQUxb/887l94P2PbjeXdzu/emBNUXDHKY1K5Kc1jkj6oFQC57vJb4TNnJwB6bu6/2hbn7KsSS5LXKBOAqA5zymysFYE1VgXAFvGUOF2hjkmCSa7Ba2fvlGPlixcpI//iCvcR7ucAeLfq1is6/sTzMoX9e+dQAEyJiVc0nhvN5Twmt/QEe1AQNGoEG/ZU4chzX1Cv1yMA5J08xmjHjuxL2EdcxqVFm24sablp+E324+udX8uKN9+E6dNh0SK4/34pH9ymDcyYgTG/AKPBSLB7MK2DW9MisAWhHqHw3XdilHToAJMnw733gpsbTJwIR4/C2bOwZg388gscPw7//APz5kHDhjB2LISGwl13wV9/wTPPQL9+YtBUrQqRkWA0yvqQEGjXDnbsKNNrUGAuYOyGsSRlJsKbb2Ic9w7e2w+S6+4CYWE80+tdXv81FdauhbvuokO7B2nz/cbCYlU9w3pesVEC4OHgUWiUANTzqUeQmwg1dQztiIONA4mZlePLqlAoFLc7t9xUzqW8+Sb07g1168K9g+pCPTjkq+Eel8jINiPL3X2/5PASUnJSiPCJgPx8mDBBplg++QQ6dRJjICMDnnoK3n9fBr57N9SvLyfy2GOwf78YIt27i8dj6VIxJO6+WzpZuBA+/RRWrQIHBzE2IiPFI3PkCPz8s/TX1qLnEh4uBsvgwUUD3b4dliyBL76QfVu1kjFlZEDt2tC5c5EnxWyGCxegSpVSz1vXdTLzM3Gxc2F/wn4mb5lMjX0xDH9vDiMiIhhxMAueGCBuLk2D556T8axfD7Nmyfg+/hgGDZJtNUsvung1VHWpSsOqDTmecrxMjqdQ3I5kBMoz7upnJwFwd69HAfDpcwQAzVLJPdtPYjeyfMWbsH/05+U6zhuNg1Z0S7XXLq+VtNviTbp35TMAhPwisxf2yZf3Mu3HG4C+9qL0eq61KMFm1hZZh4/a/gxAH+dkAJbESJqOl0uBHOAmeAa7pT0mAL16yT0bYPE8Fxzzgjhc0529CfvYErOFfFM+6bnlJ0Dz076fCPUIpVVQK7n567oYHW3bQny8GCG7d8sNODUV1q2DpCSZknnhBahTB775Bvz84PPPITsbhg0TT0lgoHSydCk0by5GSV6exJjs3Svb6tQRay06WqZv2rWDZcsuNkpAjJH33oNjx8QguHABhg4V46RrV2jTBvP74+H0aRg5ksP1fFg6oIF4OXSddSfWMX7T+MLDDVs6jIYz5AvS2K8xh0cdZvhOHQICYN8+OHECPvsMli4lbf8OtvRuwvenf+WL0CS+fu8+5i4dz4ZWVTnz/WdiGPXuTcrBnaw+tppVx1axMXojqTmp1/Q3qetdl9Opp1ketfya9lcoFApF2XFLx5hY0XW5fz76KPwW1J363jvZ8VU2JCfT/JuWtAxsWagaeiOJz4gncEogr7R5hfFdxouB8dhj4sWoXfvixrNmiTEyZIh4OKZOldfPP4eNG2X6Z+BACXi9lJwcMUoA9uwRQ2LmTLjnHvF42NpK/EkxNu7/lW/2f8cnfb/E09GTJYeXMP3v6SwatAg3ezfm7vs/Plv3PmtyBuLo6snU9e/xRkQ86e+DUYc3Bngzsd558t8BrUYNXhzszSznKBJfOY/RYGR51HKiU6IZ1WJUUaddu0o8zOai2g6rjq1i8MLBpOSklHodG+q+BJ+8wNpqBeQV8/kZMNDYO5wOIR3oENaNztU7l5xxlJQEr7wCAwZAjx6YzWaaftWUEI8Qlt6/tNR+FTceFWNSuSktxkSz/J7kdhRtqPaTtgBQze48AI+6l++U+fVyIzJqsszi0Wi2RbxJvnPE0+GQlFNmfRRHN4rfQcuXczGeigfAFJ9wQ/q7Wm6rrJyS0DSZIZk9G0KfrMfBwD8xZGRj2LOPtsFtmbF9Bi+0fqFQ5+JGMf/gfEy6iQcaSPoW27ZJoGmtWv9uPHx40Xs7O7jjDglG7dMHRoyQqYySjBIoMkpAgmzi42W6BWDSJJgzh+R/NjH7+CLur38//jYexI0ezl8tM8jtJW7EgsMHycnPLqzEbDAYsfP2xXT/c2DnQr0etRiz9xfyRubj6OLBk6+N4v6MJAjZA/Pn88GkNUwqMGP4vgE0bszd1apJTMzJk2BjAx4eMm3TQH7IcgtymbxlMmM3jKVh1YZ8f+/3hHmF4e7gLl6tvHQSMhPYEbuDX6J+4aDrCZ7am0vvPxJwyoc0L2c2e2XyW8gBPo/fz9Sdn2FvtKdHrR680uYVWge3Lrom770nht+sWdC+PYbx41n+wHL8XYsyohQKhUJRMdwWHpPitBg1g398n+LrKV3JmRbGN7lbOZJ0hN51ejO3/9wy70/XdeYfnE+/ev04kXyCFUdXMKbh49C6tUyv1Kwp0yVXyrFjUK8e/PCDTPcUIz03neyCbHydfTHrZp5f/Txdqnehd53eZOVnEfF5BC9U6cPTx72JfeIkTfsAACAASURBVO4xAqcEMtXnIZ594lsxXpYtkxzr+HgJkJ06VT5fC3Fx4uFZulRSms1myUCyYjCA2czZ5x5jbv+6TNk6hdj0WAZFDOKN+rPo2sEJf3+oUQMcHaFZM5nt8vMrliiUnY1pxlf8dKARxwPaUSthM6/MbUxsli31gr6mSt1v2N/gCGlO+Uzv9BkjO4wAIKphf5aldeCeDinU/O4tEp3hkdcjeLL/BHrV7nVt56soE5THpHLzXzommo086xpCRXfpzD1i7H/85JcAdHE0lbzjLYLJ8iAHYLToN1ljSR6e9hwAflszyn9ggGay3Ot3HQJALyiokHFYue09JsV5/J56/LMZ1lYJpndcCnXC6tCtRjcmbZ5EZEAkz7d+vszUQBMzExm+bDi/Rv3KoVGHqFulLmO8x8D334tR4u4OH3xwdQetVUumY+ztGbRgEA18GzC2/VgKzAUETQ1iWKNhTOs5DYNm4Md9P1LVuSq96/TG0caR9iHtCQ3vBkN6EQBE9/2NkCadwLETPPJIkRHi6wsLFoinBiQrZ/duiTGxvcLid35+kso8WkTOyMwUD9GRI5CUxLmkaAbqP/On+9ewFjqFduLzbnOwi+nCg4M0EhPF2XPwoMz2/PRT0aEbNYIePWDwYEfOhY9h6AvWLe3w94eXn9BZs3Q4f6x6GjYmw8D+PKk9wburPsYtAJLruxG/vhMvfVcfR8exPFp1AatyB+K84gMm/jWRDUM3qCJ/CoVCUUHcdoZJ79Z1YTMc9YUhK2IYsmkTGXkZHD5/mA0nN/BCa7nL6bpOVn4Wy48up4pTFTqEdMBo+O/5xqz8LJp82YSs/KxC/YxpPaYVVrkF5OYMEutgU/qfoMBcQEJmAv4u/miaxu643USnRHNP3XsAsDHYFNbDsTHYMPXOqZLtYyHxpaLwa03TmHPPxRoBITWawvz5EntSHE0ryvAB8c5YPTRmM7zxhmTGWINtrwRnZ8nk6dwZgE/WvcbmzVm81/E97q13L/ln6xHZFAoKJNNnVJ11TF/TtXD3uDhJ0ImKgg0bJEt64sSi4cbFSbJS48bg5aUxYaIT0dFw9qwnuTsm8sTqqRz3Ps+5E47o1TeiPdmIdvbPEHxoMtO/H4BDShCxaQewadSYhMwEAt2u4twUCgVQ9BSuZYiCatCqCwCM3ytSDc80l4ed4M6iQrqsrogk/lcGS3mzN0/iPhraOfxHy9Kx6ocs+lB+x/yiKsZTYkU3ym+rTVWRTjAnSxyfbvFk/5fmTHly2xkmVZ2rYlPgwUnvbNgeBUBGXgYLBywkz5yHpmlEnY+i79y+xKTFkJFnKV3tUZ1jo49h0AzM+GcGR84fobpHdRKzEjly/gi6rrNg4AKcbJ3oX68/cRlx2BntGBk5kkZ+jS4exLJloGlsOfcPCw8tZFzHcTjbOfPTvp8Y9/s4Ng/fjLeTNx/+9SGvb3id9NfScbFzYcXRFbz525scHnWYMO8wfrzvx4sOO7zJcK4KNzfo3/+/202ZAmPGgIsLbNokqcjduolhYp0K1DTx5KSni5DbZcg35fPt7m/pVesuXm/3BiYT9I/cRUFBE2Z8ZuYRp3nYP/cUZJ0FJyeYMwe/3r0ZMsQLgHHjJElo9myRdOnaVZw8FpuncDjVq8tC20iOjZrDlse+YcTPdxDt6Mq9n7zF92en8dC9F/ii7beM/L0RMe5/Ej10g0wzKRQKhaJCuO0ME03TcMyoR3KVODJzbdhx4jc6/dCV1Q+upmsNsWzPZ52nqnNV2gS34aGGD5GQmcC8A/PQdR00OJx0mJk7Z5JdkI1BMxDkFsTdYXej6zqapknGzeVwcwNfXxIyE/j0708Z0WwEtb1r4+PkQxO/JoWemZ5hPfF09MTWIE8TIyNH8njTx/Fx9rmh1+hfaJrEnAC0by+pxlbj4/XXRcBt2TJxY3z4oaQuX8Y4+SXqF+Iz43lglytNXkpgT6wv0IS37z/MyKfqgn4/+LiJUXLihAQCjxsnWiYWvLzg+edluSJsbGg9+wn2DlhBQUoGtkO+o86mOoz9bSy2je1wTqtBTPU1mDIzyHOwxaAZitR5FQrFVWE6Lxoamq8U/rSzaHNUWyXKqPp6echoV1emets9sw2Ayf47y3WcpXG1nhJrFs9fOUWenxWvSWFUj6TMshtYGWAKEB0UzccDAMMpUZI1KY9JxVLDrS57jCs5meJFi7Mwtt1YwryKMnJaB7dm47CNF+0zIGJA4ftpPafxUfePSMlJwcvR64qmeKzouk6sYz6BdevSt25f0l9Lx84o7s1uNbvRrWa3wraN/RrT2K9x4WcvR6+rPdUbQ3Gjw8lJAnnt7CS12d29aPvy5aKn4ut70e5f7fiKILcgLmzrx55YX4YNk0M8+mhdaVB8KqlGDYlvsQqqzZ8vuidjxxbFwFwF2t13Yf3peKP9G8Smx/L59s9pYvcWB2MiORizi7ZL+zCq+ajCaskKhUKhKD9uS8OkbZ1w9hz9lv2ODag/5gXG7bx6K93WaHtNnotfo36lf+u/2XCqI22g0CipaE6eFCX7uDjxRkREiEL9f/Lmm6IHFwFOTrVo1epZWs6Gtk0yqTnofrQHh8AXX5Cbn0P05uXscs9mzfE11E14ixd/70fdupK1e9lyPJaUYgC2bhUdl7ffvq7ztdIhtAOfb/+cOxzC2TVnHLVfPcnYdmPpU6dPmRxfobgd0fNFs0M7JrEkepbEnBg9xYNiqiNZO56HxZuwf5Qow0Z0kpo7Ux+dCUB3p/xyGvH1EVMgnqDnPywqjupTyTwlhVim37Us8ZDo1UT9XMuQ8Vr/dhXJbWmYdKjbgM+OwqrQWtx/ZhcAO8/tJD4j/qpqsFwLkQGRPL8FWsSVrcjN0aPiQKhSRQyMH3+UOAyzWbJYHBxEVf5SHbcNG2DQez+R5LYOnBJBN0B6AKQH4Gb0o2nNIHq2qEMN7xDSUoyEhopYrDU550L2BR5/LZ5o83nq1cxgzt9ZfLHBDrK8qdLiY1xdF5E0LoB0zhV1muXF6cWPkJurM3q0dnU1AidPlgwfg0FUb7/8Ep5+GhIS5MSbN7+y4xw5AjVrEuwmP5C6lwhAnTyTwEvdXpJ1xWT0FQqFQlE+3JaGyR215Al8tX81OJQEsbGMWT2G1JxUetTqgXYDqunmFORwLv0c1V2C+GAdMKzFdR/z1CnIzZXwi+LptFacnMQTkVnMcG/RQgRj775bZkcenfYDSR0ewi7flwDXAGxtzSRkbya1IIk0YCOwMRY4YwM5nrDbA+NCZxwdbMi2P4nJ/jy0AlrBHoBizo0k4HxaEPru7thnVccpPYCqDvVpUas+X975MvYHdqKFTwI6XN2JOzvL6/z5EmTSvLlopnz5JZw5Az4+EojrUopBMXeu1Ar644/CYn65bgkQMY/6m4cQFRlFDc8avLz2Zb7c8SWHRh1SWToKxWUweojYoynl4rIQZounxIopWWJPjCctFdRDLG5Zg/zmBv0myQbv7x4GwMJx+wH4MmhL2Q/6CrDqkuzIkxiSFvYlZw91+1PqntTcXUm9JMXQbSS43+Qlv6NagZyjZlGK1SuBk+q2NEwCXP0x5HijB1vSdjduZHbf2VRxqnJDjBKAu3+6m7TcNP7ptUxWtGx5zcdKTxfts7ffLkqKcXGRkjk+PuI9+fNPOHxYDJMZM2RaJjZWPCkvviiLQ+0/yBn4KDUMndj+8ipsNDtcLQruuQW5JGQmcDL5FBv2HuFo4glwusDphGROxWYRn5SHp94Uw4U6BLj6M+41L3xc3XCydSLPlEdSVhK+zr40qNKU8+e1f8fCJr4jUvTWQoIlkJUl0ieNG4PFA3wxQ4dKxeTGjeW1Z0+5AOnpIkLXv7/U+SnpwNWqga7jfzIRgw6ZhtMQMwITJuYfmM8rbV/hsaaP4e3krYwShUKhKEduS8NE0zS88huS6npIdETefJOafjOhUw10Xcekm7AxXN+l2XVuFzO2z+CTnp/gYOPAy3e8TIG5QIr2AHh7F7adOlXiOTt1kvTXzZtlqiQkBO66C+67TwoQWyVPvvgC/vc/UXV/+225x/7wg9T4Cw2FT6ebOXLEgI2tmcSsBCbMjqNZM50J79sy/Kkg9u6yY+rWqfya+gGOWdVZ/NBCDu6zo0MHCeGIjITsDHu0jGDahwbTPrR04+FKKDFBx8cH+vb91+qNG+GXXyS5Z8kSiaf9+29ximRniyHm5FRsh8aW4GBXV1FdA7HGRo+WCwriRfnmG3j1VZnTGj68UPLfZs8+AnJsSXNNgtQQauvhzD8ohkmdKnVoH9KekI9DGNtuLI83e/y6roNCccsSIJ4Po1ESAUzJFs+J2aL0anngM7q7yWc3izfTUPKDoLXC7snn6gDQemwAAFsaLSzTYf8XVvVWb4PV83OxxyTVLLElfoutsYLZ5TSya6ewds4F8U6ZXaVmj7kSZeXctoINYW4NyHHbz47AuyQltUcPcqZMovN3nRm+dDhXK9UfnRLNkEVDOJh4EID4zHgWH17MP2f/gfx87ly4m7vnbJZAD4DzUtzqs89kNuLbb8UBsG4d5OdLvKeLi4iItWghhkq7dtJ+9mxwr5JJ14HH6f9wAj16ZbNggU40G+k4uyOjzxvZ0cuI/Xt2+E/2J+6eJiwPbkqDGQ3wnOhJh5XuLEkbS5/wO2kXvZbsZE8iI2Uclt8V5s+XhJijR8vqil+edEuB5/r1xciaNEkcIKtXi6EE8M47EkOTfkkx6A0bxFCzXFJeedeF9c1eLoo3WbJEDhgXJ0E3xf+2Dz9McFgkFxxFbKhZRhd2nNvB6+tfR9d1bA22nE49zRO/PkFW/sVuaYVCoVCUPbelxwSgVY2GbDmeyTCP/7Hv1DLIz8fh/+bTfWo/AlwDCqd08kx52H39LfqJ4xx/ZQRGzUh1z+oAjN0wljbBbegZ1hNHG0fWHF/DgLB7CPcJ586ad5L4YoI8KYwZIzENIEGbtWrx7rlH+aO7GCJVq0qIxKlT8tDvUyzZ58MPYft28YqsXClxnjgl4vlqUxaYY1gwzXJYzYBZNxPgGsCrbV4tTGEOcA3Az8UPg2Ygz5TH/jNnWPlnLOMG3kOrgHa0eF2O37Kl3Lut3HknvP9+UX3B5s1FfmX9+n9fy++/h6ZNJZNn6VIxHB544Mp1yk6dkn2nT5fpqPj4om3duxe9b9NGDDbrdNPMmdC7t3ibpk+XgsEAv/4qxl2XLlJaaLn5GYZuuxfP0CBxRz3xhMSZRIhKbrB7MNsTpMJx/biedGqwn/Un1/O+9j7NA5szIHwAiw8vJj03HSfb4u4aheL2xuB6cfVuU5jEbNkkiGek4ES0tLPEe5lrynbd9sokFjSTxD+4jZN4iBqDpWzGrn5TAXA3OF7r0K+KmrYyfmuFYCeDeEjeS7gDAOeYyu8psWK99iYvOSdrFWKDo8VzklXxD2DXZZhomuYFzANCgWhgoK7rySW0W4WESP6p63qlqJI2uFNDph6HVN9TsHAh9OsHGRm8lhwBTURCNOLzCNoE3cFXY5ego9PU9TMeCujBZ6tt4K23mLZtGvaZOfRMdKeqiwtx+3tgfG0wrPJEmzsXFi2S+jNLlkinK1ZAjx6kpmm86wMFBaJXtnhxKTEUwEsvFb1/4gno2EnHZshjnNMSmN5zOjo6GXkZZOZlEuwezNBGQ3GwKV0caGAEvNOj6PPRo0WFh4tTrZrEoVh59VVR0Adp3707PPmkBNG++KJ4N2bPFs/PmTMyBQNipFzy21XIvn0yXeXlJQG5xY2QkuhV7D/n9GkYNQrOnYM335RrYy2qvGuXTPuAeJqefRb85wUxsAGQlwd2dpy1r8Ebw2D8eAh2C2ZZbhygk5/ozoaHN2AyFxUbG9poKPMPzudA4gGqulxJDrVCoVAorpXr9Zi8CqzXdX2CpmmvWj6/UkK7DwEn4Inr7K/MiPCNQEPjTN5ejjf6HzUnTYKXX5a4hyeegC++YGjgXYQavCEpCQPw009GatltlUyetDQu9P4A20+XwdrJABgtFXPpViSSVlik79135e4N/N//yRP9kiXQu4+ZM6lnOBWXjK+zL77OvqXGt4TWKODlBTMYs2oZk7tMZlSLUdd9HTStaPrmcvTrV/Q+NlaMFBcXMQYOHBAjC8QWS7A4inJzISxMYmLuuQeSkyWe5q23CkN7SEuTqZhZs65u3NWqSb9+ftKXQzFbzM6uSHstJEQKAda1aLetyetItR93sG+XeKnefVcMkxytAGenaJIz5NoXF83rGNoRe6M9q46uonP1Yrr3CsVtjtkyr6odlfgEoyV2RK8iYpDGWuJdNruKp/FKPSWlEfZ/8jTf6/dnAYjpIU9VI1tvBOAV7xs792z1lFhZ+IckMYRR8V6Gq+XSv4Xmaon7udk9JkBfoKPl/Rwku/Rfhomu6+s1Tet46fqKxMnWiRC3WkRX3ccrr8CCL4eLRkZ8vKSdenryylezRAzEwQH27aPXxx/LXbmmBjt3YrtqlRzM01PusjExMt+wZg089BAEB0NKitx9WxSlBx86JDf1fZ7juf/998gpyCncZtSMhHiE4O/iT0xaDGfTz+Ju746noydnUs+Qa8qla42uPNvq2fK+ZIUEBYkYq5UqVYreGwxiLIA4J0aOFA8KyP/7+xYx1XfekcDe6tWvfRxhYf/dBiRBB8RmfPRRiVmZO1f+LEYj+F4QLRMXt0Mkp/87UtfFzoXRLUczdetU3uzwJq72pbiAFAqFQnHdXK9hUlXXdatyVhxwU/m5mwU25JTfXjbPB93LGy02Vh79R42CCROKGo4dK8EW06cXrdN1KXW7ZIkEZDQuko7nvvuK3ler9q9+lywB+8BDvL3xf3Sp0YV+9fpRxakKCZkJxKTFcOzCMc5lnKNttbYEuQWRlpvG+ezz9K3Tl/q+9ekf3h+DVvnjll1dLxZoDQyE1NQiD82IEeU7HoMBduyAPXvAvlgZnIyzFpE197MkpwWVuO/wJsNpW60ttsbKVQVVoahQLJ5Fg0XHRLeIJpndLbEfpWTdlIpZv6L9nGJlrra2xdO6YVZrAOY1lnpn1QafAGB+rRUA2GrX56mxkmSS86tilJiX4LUlzIPfJBjT5IHYqmtirmbJrLJk51yqSVOe/KdhomnaOsCvhE1vFP+g67quadrVpbL8u68RwAiAaiXc0MuaBr4NWOi5iHNJmcyf78zAgQaZA/jqK8nP3bVLHvGLuwSKBgt16hRFXF4FKSlg6v4yznbO/HDvD+VflK8CsWqjVRS+vhfPtAH0ahcM/4C7236Sk9qUuJ+3ozefbPuE3ILci+omKRSVBU3TZgG9gARd1+tb1pUYB6hJdP804C4gCxim63rlqKCnuO35z8duXde76rpev4RlKRCvaZo/gOX1unTWdV3/Stf1SF3XI318bvzNurFfY9B0vCP2MGOGGAyAGB1PPSVpHz4+/1HI5erRQzeQGfQrb7R747YySiorVV18sTXYonmfI7mg5GkaL0cvdp7byeQtk8t5dArFFTMb6HHJOmscYBiw3vIZoCcQZllGADPKaYwKxX9yvVM5y4CHgQmW16XXPaJypEWgxH00umsbG96/g48/LrPacKVSUADpTd7FXQ9hdMvRN7YzxRVh0AxUsQsizjUHl9ySXTpGg5F6PvXYfGYzu+N2X1T1WaGoDOi6vknTtNBLVpcWB9gX+E4XwaatmqZ5aJrmX2xq/oowhkmQmJYnOuamxEQADAdkKsXcoObVncTVTv1cgo9FEj57t0xLdAiRBIHsB+Spc0WTrwHwt7m2+lfWiZuFGZIO7ZCUU3rjSo5u0XMwZMg5FDhJYK+eX1BhY7JyvYEKE4BumqYdBbpaPqNpWqSmaV9bG2ma9gcwH+iiaVqMpml3Xme/ZYK/qz/BbsG41fsbTZMacDeanXvyIHgLNXL6XzatV1G+uOQHkO5ygeS80nVKPunxCbYGW77454tyHJlCcV2UFgcYCJwp1i7Gsu5faJo2QtO07Zqmbc+n8qiDKm5drstjouv6eaBLCeu3A48V+9zuevq5kbQMasmO2G2Eh4PF2L+hbDmxB2xyqWXT6sZ3prhiWgR7k5T0O8lmB3JzLw6OtdIsoBnDGg9j9p7ZjOs0TmmaKG4qrjUOUNf1r4CvANw0r4v2Nx05VuI+ZksQrLZdlLCtQmyasyVtOMMih17dIrhmXzbBqZfiekpSX10/EG/AgMAXAPAdIx6dRbXWXtXxfC1BrzNjKu0t7YrRrAJWlldrMT+Dm/ytzJkVV5Cw8qd23GBaBLTgZMpJ/GomcujQjesnPV0kUp79aCsAA1opw6QyERxQjzT3DNDMJP9LIrCIztU707NWT1zsrs0VrFCUM6XFAZ4Fgou1C7KsUygqnNtWkt5KyyARyInV/iYq6m5Ony4xw/e6yM6WWNply0DrvwWH/EDu6VxyWqqiYnA2B2MymMA5nuRk/0ItlkvZG7+XtSfWXiTAplBUYkqLA1wGPK1p2lygJZB6tfElV4JuUV40Wa39S6x+mzhJKzYFSuajNXX1RuF8VtKMM18WvaL6HZ4C4IeRInHfuCRXaQmcXh8CQDAZZT3EG48lJVtLtwipWSTpjecuyGe7ipdEuO09Js38m2HQDPhHbgNEP+1qSUyEkrxeZjPs3AkffSSF6Ro2hJA2W7mrYStsK/5vryiGn30NeeN99LIek5fueInElxKZf2A+U7ZMKZ/BKRRXgKZp/wdsAepYYvkepZQ4QGAFcAI4BswEnqqAISsUJXLbe0yc7Zyp71sf7Lfh6CjS6Fczy3LsmCiLfvutKJHOnSsCYk2bQnS0VAdOT4eOHWHuL/H4TT7JqBbqN6Cy0bNpQ/gd8N3PubNtgJI9Ip6OUtRozYk1LDy4kMH1B+Pv+m+12FuVfFM+BxIPYNbNNPVvCkBabhpu9m4VPDKFruuDS9lUUhygDlx/TYvrpOBcHACGDHmy0yOuQwr6Ggj8XTweo488A8CcafKwUd225Klaky5xGAGbb95snEIsnhLTufiLVms2FW8WVPwIKgEtA1sy/+B8Bj+gM2eOxqlT4uEwGqWOS2QkHD4MX38tqvUhIbBggYi/6rqkAD/0UMnHtrcHDw8xULadFa9M66DW5Xh2iishwDUAdxxJ9d3HyYM5QOlKcD8f+Bl7oz355nzG/zGe6XdNL7XtrcDp1NNsOLmB1cdXs/LoSlJzU4kMiOSfx/8BoP237UnLTaNz9c7U9KyJt5M34T7htK3WtoJHrlAobkaUYYIYJjN3zuT+p6L4/rs6bN4sheieeUYq4GqaTNfY2xcVrps7VwyUwEApSPfNN1K0rkoV2LoVunQRT4q/v2wHeH39VmwMNoVPmorKg6ZpOKWGk+67hxNR+Zdtuzd+L1tjtjKs0TBm7pzJq21fJcjt5ogZ0nWdvfF72XxmMxG+EbQPaQ+AyWwqNW7mlXWvMHf/XHydfelXrx/danajpmeRPsWTkU+y8thKFh5aSEqO6EU82PBBZZgorhg9R9KQbWLOA2D2sGSGuNiVuk9Z4hgnHpD7Jr4MwE8vfwRAPbuL5QMSTBKXoeXfvFL0hiz5fTOflzlrg4s8hJnTLPEy1S0x0fsPl/vYrCjDBAorxv6dsYDFi99gyBCpxZeWJh4RX18plzNjBsyZI/s4OUl12717YdgwGDq06Hj33vvvPjLyMlh/cj2N/RrjaOt4409KcdXkn6qHHvYLR9Zfvt24juN4r/N7RKdEM3vPbCb9NYlPen5SPoO8Dv46/ReDFgzibLokXzzT4hnah7QntyAXj4keeDh44GbvRoBrAIGugbzb6V2qe1bnjXZv8Ea7Nwj3CS+xRtMTkU/wRKQUDs/Oz+Z89nmMZVSbRKFQ3H4owwSo7lmdTqGdmLV7FkefeY0//zTQvTtkZMCUKfDgg+DlJWVxVq2SqrhOTmK4/POPlNUpDbNu5o31b/DZP5+RnpfO+53fL78TU1wV4/LXMsoxlZ1nz6PrHqVWIrB6FkI9Qnm7w9uE+4SX2xiTs5PxcPBAu8oyCccvHKfv3L54OHjwbd9v6RTaCXcHKbyWa8rluVbPcT7rPKm5qZxJO8Pq46vxdfZlyp1TJAbrCnG0dSTI9ubwHikqD3p+HgAFMZaM5Rh5MdapBYDJs3Thw7LEd6d4DYa//jwAgU+KTsuCmusA+CChEwCGgpvXY2J2kswLo78vAHqMJGMZfSUzymTRlDG6SdyYKS2tvIeoDBMrjzV9jCGLhrAxeiOd63dm1y6phFu7dlEbFxfo37/os5ubTNlcjvf/eJ8Jf01gYMRAnm35LK2ClH5JZaX+uC9g2b2kOB8lJqYmwcGlt/1k2yesO7GOZYOXldv4CswFdJrTCR9nHwyagS1nttC2Wlum3DmFulXqlrhPnikPO6Mdx5OP42znzMohKwnzDruojZu9G+93UQazQqGoHCjDxMK9de/Fw8GDr3d+TefqnalaFapep7DnmuNreOu3t3igwQP8cO8PV/2UqyhfNm2wxET47mfXrh6XNUys5Jvy0TSN19e/Tr96/Qp1ccqa1cdWcyjpEEMbDWX8H+MJcA2gX3g/Fh9azLELx6hbpS67zu1iV9wuanjW4FTKKb7Z9Q3nMs5x9JmjdK/Znaino7C3uTKdBoWiIrGpEQqA2bZiblFuJySWJO1lUel//fOGAESl+VbIeMoSQ44lhu6CxINprpYMJMu11m0t07BBIuZkOGUCylcJVhkmFhxtHXmwwYPM3DmTC9kX8HL0uqbjnE07y+QtkzmQeKAwwPCrXl8po+QmIGltIvYR3uT67mXXLujTp/S2o1uOLizCmJydzIKDC/hp309sH7EdP5dS1Nmugx/3/chv0b9x5rkzPN/6+cL1U7pPwcPBA4CFhxYy/o/xhdvCvMIY0mAIuq6jaZoyShQKxU2BMkyK8VjTx5j+z3SmbZ3GuE7jrnr/ufvn8tTy7JdabgAAIABJREFUp8jKz6K+b33uqXsP4zqOw9mu9NRTReXh45CPOXQ+hd/9drFr15XtYzKb8HT0ZPGgxbT+pjUD5w9kw8MbsDGU7VfrYOLBEmNZrLoqAG93fJtHmzzKieQTONk60SqolTKIFTclBdFSX9DoLnEOWk3xXNxoZdhL0XRRSd38unhCYx4Sb0NNbt4YEyxVhfVA8f5oeZZqwtmWAo0WZVgsVYYrombOba/8WpxGfo0YXH8wE/+ayLELJRenKonolGj6/F8fBi8cTG3v2ux7ch/bR2zn+3u/p4ZnjRs4YkWZ8uWXNPCqS4F3FDt2mf6z+dgNY2n4hbh4G/k1Ymbvmfxx+g8m/TWpTIdl1s0cSjpEeJXLB9naGGyo7lmdLjW60Dq4tTJKFArFTYnymFzC5O6T+TXqV0atGMWIpiMY9/s4PBw8eDLySTwdPVlzfA2ZeZk0D2yOk60Tq46tYsHBBRg0A5O6TuK51s+V+dOyonxYsQLWHnwQU+vXiMk8ztGjtQkLK719fd/65BTkUGAuwMZgw5CGQ1gWtYwJf04o/H8pC06lnCIrP6tcs38UigrFLA8G1ho7xnRv+VxO2TmXYp8s3gQ9wdp/VoWMoywwO1x8fzLmW651lYvVm7WcPMsbywOOftWFqa8ZdQe9BH9Xf97r/B5jVo1hzfE1hPuEE5seywOLHgDA3miPo60jX+38CgBvR28G1x/M2x3fJtj9CqIlFZWWzF1HKDjYCK0V6M2+ZPnyyTz7bOnt769/P/fXv/+idZ/d9RnxGfFlZpQAHE8+DkCEb0SZHVOhUCgqK8owKYGnmj/F8QvHqe9bn0eaPIJBM7AxeiMF5gLaVWuHg40DRy8cJS03jSZ+TVSl2f9n777jo6yyBo7/zkx6TyDU0JuAUgOiiAUBxQa+irqrrq6LuLquuuq7uuu7xbZrW8u6lmXVxbr2uioWFGxYQEDpvab3SpKZue8f90kgkEZmkpmQ8/185jPzzDzlJJpwcp97zzlMzBn2I3PKr2De9/CvSQ/x4ieXcd11TScDxhgKKgvoEmP/ousa05WuMV0DGte0gdMo+10ZEe72qYKpVMgpcmppBGnEpFb3r+1zVRc7kTwyvyqI0QSGL8b+Xjlw/o63m61z5C4ttdtFxe0Wk84xaUCYK4yHZj7E5eMvJ8wVhktcTB0wlRmDZhAdHo2IMLTLUNJ7pWtScjg591z4+mv+sgiifLF82+Vqnv/+DX717q9YnbO6wUPOefkcpj87vd57RXuLmPCvCTy14qmAhRYbEUu4W1tSK6UOfzpiopQjJwcu+dVAflVxOleVpHB//2e56J3FAMSW7eWe85886JiLR11M4d7Ceu8lRiayuWAz3+35jsvGXuZ3XDd8cAPDU4czd9xcv8+lVEdkSp0+LrUrRlzBmdgdv70iJOIIpMZWOtXVM2mgDUVb0xETpRzx4XvJ/X4Xe2O78peScGI+fZTpGR8zJB+2vt7w6MfZw88+KPkQEUZ1H8Wq7FV+x2SMYf738/kh+we/z6WUUh2Bjpgo5YhOimRZ4smQYGB7P85Oe5IPXof0U2BbUuPHFVQWkFuey7Cuw+reG9VtFAtWLcBnfA02vmup3SW7Kasu0xU5qlOTCHsb01Xl1NaIdP7pCtaIxWEwUtJSprdTAr3Ymefja76Ugr90xESpWiKwZQscdxxs2cIZZ0BeHpQVHsWmZLdtntSAmc/PZN5/59V7b3SP0ZRVl7G9aLtfIX2X8R2AJiZKqU5DR0yU2s+//gWPfnwP32f25JSJhbjdyXxReAlE30jhhlUkTzz+oGPunHonMeH1VwtM7D2ROSPmUOOtaXUsXp+X25bcRv+k/hzdu2168CjVEdStCHGewwb0A8DTPTFYIYWeQM178dWvVyLVzu+wdhgpqaWJiVL7Sfr+EwZ73JQRR/LaL5ky5QwWZ9nqvdt2rGwwMZk2cNpB743qPoqX57zc4uu+v+l9NuZv5KoJV9WtvimtLmVwymDOGX6O9rlRSnUampgotZ85g1cwZ+ArUOWCV15hyjGnsvjfAwBYv3sD4xo5bmXWSjJLM5k5ZGa998ury5vtlVTtreaahdewuWAzC1Yt4L7p95GWkEa/pH68et6rgfiylDqseJPigh1C6AnUvJcDzuNNsb+/3Kmpdjs3NzDXaSqENr+CUh3JDTfA119jLv4ZPPMMFyw4FQptYrIic0+jh/1p8Z+4+v2r67039+25jPnnmEaPMcZQUlVChDuCxZcs5vn/eZ7M0kymPTuNIx45glVZ/q/qUUqpjkZHTJQ6wOzZEOm9i5f4ByMyF/EeF3BaRQqbKrIbPea+6feRGFX/fne/xH5sKdhCWXUZcRH1/8J78vsnueereziq21G8et6r9E7ozU+P+imnDTmNz3d8Tml1KUO6NNGoR6nOyCloaSK1sGW7S3F+v+Xl2ec27J2jiYlS+8vI4Jg17xFx0mS4+mpYv54eGSlQOJAd4XmNHtZQEjGq+ygMhmdWPcOV6VfWdftdtHURc9+Zy4ReE5g1bFa9Y5Kikjhz2JmB/ZqUUqoD8SsxEZEU4CWgP7AdOM8YU3jAPmOAx4AEwAvcaYx5yZ/rKtVm4uK4KeVfcHoqzHoYgK67gOvPJ6PPoiYPfX/T+6zMWsnvpvwOgOmDpjO5z2R+9d6v+GrXVzx79rOUVJXw87d+ztAuQ1l86eKDVvMopRrnTrAjj+23PqSFDqNKsAdyVThdhvPtP+1hPWxdE09mVttd08/jbwYWGWOGAIuc7QNVAD8zxowETgUeFJEmylUpFUQJCfDNN3hOn0VOjn2rS+xeKBpAflwR3iaWzH2y7RMe/vbhuiXCMeExLL50MXdOvZMIdwQiwq1LbmVP6R6env20JiVKKdUAMX7cJxKRDcCJxphMEekJLDbGDGvmmFXAucaYTU3tl56ebpYtW9bq2JTyx7hx0KcPvPUWcMwxRNZcSPWZv2bH1Vvo22Vgg8dU1FQQFRbVYKXX2gqwhZWFLNq2iHNHnNvGX0HHJCLLjTHpwY5DNSxBUszRcnLQrh/Wvy8Anh4h9rftYTBiUjcyUrtdWgmAcdvfZ+Kxf5R5M+1cO1PlX2flj82rjf6s+zti0t0Yk+m8zgK6N7WziEwEIoAtfl5XqbZz++1c772XX/zC2Z43j5TKHgBs276i0cNiwmMaLT9f+35ydLImJUop1YRm55iIyMdAjwY+umX/DWOMEZFGh1+cEZVngUuMMb5G9pkHzAPo27dvc6Ep1TZiYrgofS2c5Wx36cKA3DKygK07V3HC+HMaPfTxZY+zOmc1/zjtH+0SqlKHMwmz/0S54uMB8MWF6O3PDjhSIl77z7XU2JEQ2WVHQryFdi6Jz5msX9td2BUdBYC7axcAPHsy2iy2ZhMTY8zBZS0dIpItIj33u5WT08h+CcC7wC3GmK+buNZ8YD7YWznNxaZUm7jhBgAyM2HnTjg6JoYRkbDU52Jr9oYmD91ZvJM1uWswxtStwlFKKdVy/i4Xfhu4BLjLeX7rwB1EJAJ4A3jGGKNlLFWHcdklHrbucLNh43QGT34HivuxPnJbk8f85eS/tFN0Sh3+JDoaANPXDtrXdRVWfjPO302uSmduSa9udruPnZEh2QUAeLPteIOvvLzec1vy97/yXcDLIvILYAdwHoCIpAO/NMbMdd47HugiIpc6x11qjFnp57WVajtz53LHxkLC778bs+MBBpYMgo3D+TFOq7EqpVRb8isxMcbkAwdN0TbGLAPmOq+fA57z5zpKtbtzz2V8yifw6C+ZmbMA3+ZtMGU4Wwd/iNfnxe1qvPLkTR/dxLaibYfUxE+ptiQiv8H+TjbAj8DPgZ7Ai0AXYDlwsTGmutGTBIGvtBQAWeuslxh/RBCjOTyIx07xrJ1bQpj9XSYlzohIju2FI0m20qvbea7r8NwOtFeOUg059VS44w6+KxnGwh/TiO2VALnDqXF52F60vclDk6KS6BrTtX3iVKoZItIbuAZIN8YcCbiBC4C7gQeMMYOBQuAXjZ9FqfajN+yUakxEBC9MfJD49Yanlo3mwzF5lAPr8tYxKGVQo4fVVn5VKoSEAdEiUgPEAJnAVOCnzudPA3/GVukOOe6uKQB4DoN6IYesua+5hZ9LjR0pcVV7ADDh9Ud9fQV2NU5tfZLauSXBoCMmSjXhd38M54UXhIsugr577QS8dbnrWnSsr+FV8Uq1K2PMHuA+YCc2ISnG3ropMsZ4nN12A70bOl5E5onIMhFZVoN/RbWUaglNTJRqQrduEBEBu5dl0ic3E3dpV9Zmr272uOOeOo5578xrhwiVapqIJAOzgAFALyAW2x6kRYwx840x6caY9HAi2yjKpnkLCvEWFCJeH+LtZAm/S5oeIWrmczHOo8aL1HgxIhgRJDMPyczDt3GbfZSXt8uKm5bQxESpZsyYASufWM6ofkX4co9kXeaPzR8zaAaT0ia1Q3RKNWsasM0Yk2uMqQFeByYDSSJSezs/DdgTrACV2p/OMVGqJc44g0Hv/4jZPpK1BQuaLaD2xxP+2I7BKdWkncAkEYkBKrErKZcBnwLnYlfmNFiHKlS4+vcBwBve+Gq4w14r59dIpW0qitse5yqwK508QZxD0hwdMVGqGeXlcPrpsKuyK+QOp9RXTkZp8+WYq73VVNRUtEOESjXOGPMN8CrwPXapsAtbYfsm4HoR2YxdMvxk0IJUaj+amCjVjKgoyN5RSdK/74fcEYBdmdOUnPIc4v8az79X/Ls9QlSqScaYPxljjjDGHGmMudgYU2WM2WqMmWiMGWyMmWOMCbmZra7YWFyxsfhiIvHFROIu2Yu7ZC/i8dXV4+g0mptr0ggTHW4fLhfG5QK3fUhkJBIZnDlDzdHERKlmuN2w7KsarrspClfeEKD5lTmpMan89tjfkt6rwa7eSimlGqFzTJRqiYQEwu+6nb4P7GJPVVyzIyYiwu1Tb2+n4EKTNjJU/qqtqSEbbI8qb4W9Neoebv9A8CZGByewYGjlHJPanjjizDExkRH2Da83UJEFnI6YKNUCf/0rnD3bMCihgMjcQazJXdPsMcYYthRsocoTciPkrZJTnoPXZ3+Zvbb2NQb9fRC7incB8Pq61xnz+BjyK/IBeOTbR+j/UP9ghaqU6sA0MVGqBSIjIerLRQzauxpP1ihW56zGGNPkMe9sfIfBDw9mWcaydoqy7SzcvJDu93Xn2z3fAtA7oTeT0iYR4bZ/fcWGx9IvqR9eYxOXcT3Hcfm4y4MWrzo8GI8H4/Hgq6jAV1GBKyYGV0wMvrgofHFRwQ6vfbVyjkljxxmfwfia/h0WLHorR6kWuP56oGcud98fyd6cieytfJbMskx6xfdq9JjJfSbz6GmPMqzrsPYL1A+55bnU+GroFd+L0qpSrl14LTMHz2TOyDlM7D2RO066g7SENAAmpU2qV6fllMGncMrgU+q2j+lzDMf0OabdvwalVMeniYlSLfWTnzBozUp43jboW52zusnEpEtMF66ccGV7RdciBZUFpETbviNn/udMYsJjeOnclwCY+sxUBqcM5o3z3yAmPIY1uWsYmToSgJToFG45/pagxa06t7Ceth2Er1syAMbdieYuBag/kKk93nkO62N/d3l27PLrvG1BExOlWmDPHjjtNMNFkxMh2xZ7+jH7R2YMmtHkcZU1lXy45UMmpU2ie1z39gi1UbcuvpWX177Mmqvs/Jhj044lLiKu7vPbT7qdhMgEANwuN19d9hVuVycuaKWUCgpNTJRqgZQU6OvazaDHrgfeIKE6hdW5zffM2Va0jdkvzebx0x/nivQr2j7QBnh9XtwuN5P7TianPAef8eES10FdkGcfMbvetiYlKlT4Smy1Ul+f1CBHEgCHOgISqE7KznlqVzJJlJ0fFlZl/2Dy5tmJ63XzTnzBW7WjiYlSLRAdDe+8UgUfzSDlVwXEFAzkx+zme+YM7zqcJZcuCUrfnCpPFUc/cTTTB07n3hn3Mm3gNKYNnNbucSil1KHQVTlKtdTgwXDllQyKysCdNYy1uWvrls82RkQ4vt/xdatXAu3tDW/z1Iqn6rb/+Okf+dkbPwMgMiySWcNmMar7qDa5tlLtpbbzrbuoAndRE20efGbfiMR+22G78wnbnR/wuMRrEO8hrmypXSVzYKztzES67SMxHpMYjyspEVdSIhiffQSRJiZKtdAtt8DokTUMjMuhcvcYKj2VbC3c2uxxZdVl3PvlvXyx8wu/Y9iQt4HfLPwN1d5qwNYP+cOnf6j73C3uerdgbj3pVi4efbHf11VKqfait3KUaqHhw6H8wQVER3h4NeM4wK7MGdJlSJPHRbojufvLu/ll+i85ru9xfsWwqWAT/1z+T2YOmcmMQTNYMHsBpVWldZ//6cQ/+XV+pUKaUzvIXWhHTUy0HYn0RTn/lB0wH8NVbUc0PXts0013op3s7Y0PTI8Yv1YH1cYaoFU3reVNjgHA7XNGSfICP7J0qDQxUaqFLroILopO4eG7yvCuGoUg/JjzI2cPP7vJ48Ld4Wz89ca6ZbqtceviWwlzhXHL8bdQcUv9oez4yPhWn1cppUKNJiZKHYpzziH1jXdgWQx9YgbwY07zE2ABv5ISgA35Gwh3h/t1DqU6Ou9m2zNH3PZ2pYwYDIC7uBIAn7PSxF1cbg+ocN6vrdJc43HOFEJdddt5pCQssxAAU2a/R6ZnNwCktLxd42iKJiZKtVBODhwxzPDzI7oA0IchrM5pfslwrT8v/jNbCrfw7NnPHvK1XzjnhWZL4Cul1OFAExOlWqhrV/jpuPWM+eRR4Fi6lvXjm72LqPHWtGg0wy1uXOJqdddd7dSrOj0nOTceO/IhG7fb9/v2ts8/bgDA4/EceCQAvoRO1I34AFLjrCB02TUv3vwCu+08B3cdTn2amCjVQi4X/OPpeIpeOB5ugpi8Pni6edhcsJnhqcObPf4PJ/yh2X0aMvvF2QxKHsTfTvlbq45XSqmORBMTpQ5FWhrhc2YTedNewjL6QTdYl7euRYlJrZVZK6msqWxRkztjDP2T+jfZk0epzsq3d699sXFLvfcl3M41cfW3TSelwu7nCet8FTJcFba0gK92NKkD3BLWxESpQ/C//wv/ejyF7uzBs30gjIH1eetbfLzP+Lj0zUsJd4fz7dxvEREqaiqICY9pcH8R4cFTHwxU+EopFfL8SkxEJAV4CegPbAfOM8YUHrBPP+ANbDG3cOBhY8zj/lxXqWA55RRI/dfdvCozKMhLpE9CH9blrWvx8S5x8fKcl0mMTERE+HDLh5z5nzPZ/ZvdpMamkleRR9cY27148fbFVHurm20UqFRnVztC4u5ue+kYZ3WOt4vTpLJLXIPHdQYm3K5gCuttR12N03cIZ2WTt7CwweOCyd9xrZuBRcaYIcAiZ/tAmcAxxpgxwNHAzSKi49KqQ5o2DX773xPoGVtCZkksw1OHsy635YkJwNAuQ+s6DQvC9ZOux2u8bC/azvBHhvPRlo8wxnD7Z7dz44c3Nlv2XimlDif+3sqZBZzovH4aWAzctP8Oxpjq/TYj0TL4qoMrG3Mc3RPf4/OsFE7qOpwnvn+irmPvoZo+aDrTB00HwOPzMGvYLCLcEYgIb13wFgWVBdrlV6lG1I6U1HXOTU0CbB8YZdWOmHjSbJkDd76t4eLbvjtoMTXH38SkuzEm03mdBXRvaCcR6QO8CwwG/tcYk9HIfvOAeQB9+/b1MzSlAq+sDOLjYWbXrhR6E+kfO5zymnJ2l+ymb6J//8+GucJ44qwn6uqVxEXEERfReYeglVKdU7OJiYh8DPRo4KNb9t8wxhgRaXC6rzFmFzDKuYXzpoi8aozJbmC/+cB8gPT09NCfOqw6nbg4uP/kd6lc9CXvM5GEYpuMrMtd53diUkvrlSjVMq64WPuimx0NCKVaHC1V253Yr747h8CXaCfau6Kj7BsJTv+g2romIaDZsWdjzDRjzJENPN4CskWkJ4DznNPMuTKA1cCUQASvVDD85qmjOPumYQDkfWnLOR/KBFillFKN83e+x9vAJc7rS4C3DtxBRNJEJNp5nQwcB2zw87pKBU1lal9cUyYzgK18vagrKdEphzwBVinlP19ZOb6yckx4GCY8DNxiH6pRJsyFCXMhyYlIciKEhdlHCPE3MbkLmC4im4BpzjYiki4iTzj7DAe+EZFVwBLgPmNMyzqfKRWCbr9lLyPPGshw1rF1ZyTDuw7XEROllAoQv9IkY0w+cHID7y8D5jqvPwJG+XMdpULJnMkZjHzgD3wVNZUvChKY03U4b65/o9U9cJRSrWNq7KJPs9oWOXQdeYTdjosIWkyHqr3mlhzI2zUBAHd2kX3ubm9Le7ObnJHRLnTprlKHaOyZaVy46iYG9a6ipCaGYQnjyK/MZ0fxjmCHppRSHZ4mJkodomoiWBc+iqRetlNpP/fRAHyz+5tghqVUpxXWswdhPXtgwt11dTtChs/UfwSbE4dry25cW3ZDeJh9eDz2EQI0MVHqEG3bBiNGwLZiu0QxvnAwke5Ivt3zbZAjU0qpji+0puIq1QH07QsvDLiFXmUZ3MFZ5K0vZ1zPcXyboYmJCk0ikgQ8ARwJGOAy7OrIJnuddRSmstI+r1gDgIwfabfbe/SkoRERV2jNO6utNuYtKrYvap9DiI6YKHWIoqPhJ5/OY9xtZwOQuaWCib0nsjxjOR5faAyFKnWAh4CFxpgjgNHAOlrW60ypdqeJiVKtsLGqH7viRxBLGZm7PEzsPZFKTyVrctYEOzSl6hGRROB44Emw/cuMMUXYXmdPO7s9DcwOToT+8xYV4y0qRsIjkPCI9ptrcuD8EZcc/Gjrax4iV0U1rorq5ncMIr2Vo1QrXHzeXpLKhJ5kkpVlmNh7IgDf7vmW0T1GBzk6peoZAOQC/xaR0cBy4Fpa2OtMqfamIyZKtcJ9F63izi3n00OyycwLZ1DyIFKiU3QCrApFYcA44DFjzFignANu2xjbObLBP79FZJ6ILBORZTVUtXmw/nDFxe7rnxNIjY1StPXoSEP8vWZ2nn043N274e7eDQkLQ0KkAqwmJkq1wpSrR5Oe/yE9o4vIKo5GRJjYe6JOgFWhaDew2xhTu579VWyi0qJeZ8aY+caYdGNMejiR7RKw6tw0MVGqFfLKovjguxRS4/eSWZ4IwIReE1ids5ry6vIgR6fUPsaYLGCXiAxz3joZWEsLep11NN7CQryFhYRlFxOW3frVJuI1dV1/gXYZGRGPD/G0XX9kd2kV7tIqfKVl+ErLcA8dhHvoICQ2BomNwXg8GK1jolTH9ckncOqpEOarocQbS0UFjO0xFp/xsSZXJ8CqkPNr4HkR+QEYA/yFRnqdKRVsoXFDSakOZvJkWDLpJjatqQZ+QlYWjOpuW0L9kP1D3WRYpUKBMWYlkN7ARwf1OuvQXHYljgnzb0VOMPrXmLC2HSeoXaXk6t8HAF+CrVwtlTUAuIcMtPtl5drPS0vbNJ6m6IiJUq3Quzcc/8mf6T17AgCZ26sYkDyAuIg4fsj+IcjRKaVUx6UjJkq10nero/mhYjAAmeuLcU3txlHdjtLERKl25ho9HAATYf9J8wapY29IOaDGiS/K+ec+qv4/+yYm3L6o7cjcJQ6AsB12LrQnM6vtYmyEjpgo1Ur/fqCQv75lfyFuXWNLYo/qPoofsn/Arr5USil1qDQxUaqV/u+8Tax1j6IHmaxfbxORUd1HUbi3kN0lu4McnVKHP1dUFK6oKEyYCxPmwlVehau8qm5VjausGldZaFc5bTONrCSqXf1T+3BVe3FVe/etRHJqtXj6pOLpk4o7KRF3UmL7ht6uV1PqMNJr1gR6ZiznCNazfosdBt1/AqxSSqlDp3NMlGqlvHzhlVdS6BWRz/tZiRgDR3U7CrCJyelDTw9yhEod3nx799oXy+0Sfe8Bn0t8PADuHqn2c2f+REipnQvSTpVjD1z94yqxt6HlgNvP4rHfTV9N+9c20RETpVopLw+uugrckW4Kq2LJy4PEqET6JfbjhxwdMVFKqdbQEROlWmnwYMgYdSrfF/Tn2dKzWb8eUlNhdI/Rh+2tHGMMa3LX8NWur1iTs4bk6GTSEtI4ecDJDEgeEOzwVCcl4fZWqqmpP5+kthaHVDvvJw+1z+3V16Yl/Iyldg6Nq8ipO+KMfHh6d6l3/tqOwpJdYJ/Fua7bqfnitSMknqxs+7Yzr8RXUeFXfK2hiYlSrRQWBj1XLWTkTY/BPbB+RQVTpsQwqtso3t34Lns9e4kKiwp2mAGzKmsV1y68liU7lgAQEx5DRc2+X1pjeoyhf1J/ItwRhLnCcImLY9KO4aoJVwUrZKVUB6SJiVJ+eP55CPeNJ4pK1n9dDNfEMLLbSLzGy6b8TRzV/ahgh+i3ncU7uXXxrSxYtYDkqGQeOOUBzhh6BoOSB+HxedhauJV3Nr7Du5veZUvBFqq8VfiMD6/PS1JkUrDDV4cxd5cUAEzvbgDIxu0A+KqdaqZOp2FvmdO/KpRGSvwky9baF5G2saKnvH6PrjCXnanh6W2/R7LXfk+82Q32ajyos7C3qPW9hvyliYlSfnjk9nxi88MZwiY2rbVDn2kJaQBklmV2+MTkH9/+gxs+vAGAayZewx9O+AMp0Sl1n4e7wxnWdRjDug7jxmNvDFaYSqnDiCYmSvnh/cvfIG7+/ZxbeBcbd9ny9D3iegCQWZoZzND8tnDzQq55/xpmDpnJY6c/Rt/EvsEOSSkAXM5qG7rZeRS+GDvHREYOAsDtrDSpW4XjC8GCh36uxnF3t6NEnj0Z9d4XZwTFxNleOO4SZ+VSM/2DQqWzMGhiopRfEm+YCzfMZVDP51mYk4LPty8xySpr/1LOLbEpfxMPf/swlTWVRLgj6BbbjbSENMJcYVR5q0iMTCQxKpGfvvZTjup+FK/MeYWY8Jhgh62U6iQ0MVHKD999B2++Cf0GCHuzIsndDy76AAAgAElEQVTMMPROiyMuIi7kEpMabw23LrmVe7+6F7e4SY5OpspTRX5lfoP7J0cl88b5b2hSokKO9LSjBd7E6Hrv13bQPaheSQjNLRGPDwhAN2HvgVVbLFdCgn2Ra1ffePPsz7fbeb92LkkojZAcSBMTpfyw8vNS7v5rDM+cZIeOt3xXQO+0LvSI60FmWWjdynnku0e48/M7uXjUxdwz/Z66kZ1qbzUZpRn4jI9IdyQFlQVsL9rOUd2Pon9S/+AGrZTqdPxKTEQkBXgJ6A9sB84zxhQ2sm8CsBZ40xhztT/XVSpUXDovgl/880i2DZsLn8CWLzI5/uwu9IzrGVIjJpU1ldz95d1MHTCVZ85+pt5nEe6IeglI74TeHX7SrjpMueyIiImJDMjpxGvneZh26EZcdy1/R0ocvh5OnZKcPOcNO4Lizc1tcH9vSQkAYX3s5HzPrtDt5+Xvd+hmYJExZgiwyNluzO3AZ35eT6mQEh4XiWvDOvr96VJiKGf5V1WAnWcSSonJkyueJKssiz8c/4dgh6KUUk3yNzGZBTztvH4amN3QTiIyHugOfOjn9ZQKKdXVcMst8NH3XTgpfjkfrOwOhFZiUuWp4q4v7mJK3ymc0O+EYIejVOv5vM7DZx9+Mm5p+9ESp1tvoK/liwrDFxWGOyUJd0rL6wV5du0O6dES8D8x6W6Mqb2RnoVNPuoRERfwN6DZIgciMk9ElonIstxGhqOUCiXh4TD/4b18ffmTnDKpmM1709i6vJCecT0priqmsqayza7tM03/YjbG8P6m95nx3Az2lO7hjyf8cV8ZaqWUClHNJiYi8rGIrG7gMWv//YwxBmhosfhVwHvGmGZTNGPMfGNMujEmPTU1tcVfhFLBIgJZ89/h1iNfYdr59p7vZ//eEvAlwyVVJcx5ZQ5vrX8LgI+2fESP+3pw5n/ObPAaBZUFnPbCaZz2wmlsKdjC30/9OycPODkgsSgVbK7iclzF5UiNF6lpeHVKu3BGQw7a3v/hkoCuCqr9mt15pbjzSjFl5Ziy8uYP7ECanfxqjJnW2Gciki0iPY0xmSLSE2io1u0xwBQRuQqIAyJEpMwY09R8FKU6DPcFc+CCOQwtKSdmbjkrlns59dp9iUkgmtt9u+dbXl37Kq+ufZWT+p/Ekh1LGJg8kI+3fsyRjx7JhUddSHJ0MrHhsYS5wnj424fZXbKbv5/6d65Iv4IId4TfMSilVHvwd7nw28AlwF3O81sH7mCMubD2tYhcCqRrUqIOJ198AY8+CvPnxzI6cjkrtiTw83i7aiBQS4b3lOwB4PJxl/Pvlf9mzog5PHnWk+wq2cUV/72CBasWUFJVUrd/WkIan/38MyalTQrI9ZUKJb48W6PD9EwObiAHjoS0Rb2UAyrE1nYJ9m7eFvhrhQh/E5O7gJdF5BfADuA8ABFJB35pjJnr5/mVCnl5ebD0rRyyPA8yttsknt0zlW4xZUDgbuVklNqy0w+e+iB/m/E34iLiEBGO6HoESy613X69Pi+VnkqqvdXER8QT7g4PyLWVUqo9+ZWYGGPygYNuXBtjlgEHJSXGmAXAAn+uqVSomT0bZl/3EMTFMzanhEd3xVGWHY1LXAFLTPaU7iEpKqnJKqxul5u4iLhGP1fqcCHhnbc2qBSVBjuENtd5/+sqFUh33gnA2OxnYQn88NVeusV2C1gjv4zSDHrH9w7IuZRSKpRpYqJUANx0E0RFGn43MZYwaljxWSk9JvYgqzxwIya94nsF5FxKdXjupjvlHo5quwR7c/OCHEnbC0xtXKU6ucwtFeTeu4CojT8wnHWsWBHYImt7SvbQO0FHTJRShz9NTJQKgGdejuLRn3wOxx7LWFawYnMcPeN6BuRWjtfnJassi15xOmKiFADJifbRGTh1UGRvNbK3GuPxhHRn4EDQxESpQHC54KmnYMYMxsZsJKs0jjh6kF2e3WyF1ubklOfgNV4dMVFKdQqamCgVAMuXw/HHw+rPCxnbx94Dri7ogcfnoaCywK9z1y4V1jkmqrNzJyfjTk7GlxiDL7HxFWqHhQOqyvoSYvAlHOZfs0MTE6UCIDoa8NRQefwMxsRsBKB4T08Av2/n7Cm1xdV0VY5SqjPQxESpABgxAj77KpwJD19C4vGjGcgWstfbfk87i3f6de7aERO9laP8ISJuEVkhIv91tgeIyDcisllEXhKRkO9b4C0sxFtYiKuiuq4Cars6sDdOW3LmltR9rRu320cnoImJUgHku+pqOOEExrCSXUtH4hY3X+36yq9z7inZg0tcdIvtFqAoVSd1LbBuv+27gQeMMYOBQuAXQYlKqQNoYqJUgDz3HPTs4aO03MVQNrJjRwrpvSaweMdiv86bUZpBj7gehLm07JBqHRFJA04HnnC2BZgKvOrs8jQwOzjRHTrjdmOCUMtEjH20hdqREVeZfYTtzidsdz6+HzfYR0UFvoqKtrl4iNHERKkAGTwYzuj7A6UXX8kg2UaN183Y5BP4bs93lFe3vi25FldTAfAg8FugdolYF6DIGFO77nQ3oPcKVUjQP8GUCpBJk2DSc1Gw4TEGXfkyZEJfcyI1vrtZunsp0wZOa9V5M0ozGJg8MMDRqs5CRM4Acowxy0XkxFYcPw+YBxBFaKwKcZXaRN8X177TYoy79d2D6yq3rt9it4cMsB94vfbpgG7B/hUZ6Nh0xESpQDriCCpnzKLP0GgAupRPxi1ulmxf0upT6oiJ8tNk4CwR2Q68iL2F8xCQJCK1f5ymAXsaOtgYM98Yk26MSQ8nsj3iVZ2cJiZKBdBVVxpGDqmiZx/7+74wM5bxvca3ep5JZU0lBZUFulRYtZox5nfGmDRjTH/gAuATY8yFwKfAuc5ulwBvBSnEQ2aiIjFRHSxJMsY+fF7wefFt3Ylv604QsQ9VRxMTpQLo1FPhl/l3ErNzPQkUk7GhjBP6ncC3e76loubQJ65lltkaKDpiotrATcD1IrIZO+fkySDHoxSgiYlSAXXWLOG3b09B5l1OLzLYs6WSE/ufSLW3mq93f33I59tT4hRX0xomKgCMMYuNMWc4r7caYyYaYwYbY+YYY6qCHV9zaiu/epNj8CaHxnyXemrrnDRQ68REhGEi9k3rNDXVmJpqKCqFolIkMhKJ7GCjQG1EExOlAqzyuOnk9J9IF/IpyDcc1/c4wl3hLNy88JDPtTJrJYBOflVKdRq6KkepABs62MvJA4RkCtlT7CIhMoET+5/I2xve5p7p9xzSuV5b9xojUkcwOGVwG0WrVOhyRUUBIM58Et+gdh45rB35cLVwDkgT+/miwxt835ube6hRHfZ0xESpALvzf77nZ1/OI0mKKSq3uf+sYbPYkL+BDXkbGjxmY/5Glu5aWu+9rLIsPtvxGXNGzGnzmJVSKlRoYqJUgP3stsFMXXYvSVFVFFXav/TOHHYmAO9sfOeg/bPLsjlhwQlMfWYqmws2173/xro3MBhNTFSnZTwejMeDJCfZR7UHqfY0f2CgOP1q/CEeH+Lx4c4rxZ1XGqDADm+amCgVYN6EZNZGjycyxk1RVTQ+H/RN7MuYHmN4a0P9FZk+4+OSNy+haG8R4a5wrnr3Koyxw8evrH2FI7oewYjUEcH4MpRSKih0jolSAbZlC4wcCecldMfgorQUEhPhrKFnccfnd5BbnkuNr4blGct5c/2bfLDlAx4//XE8Pg9Xv381C1Yu4OSBJ7NkxxJumXILojUOVCdlPHZ0xJTZpfYS4czTiAnRRsj7rcZxF5QBYDJzAPCWt74tRWejiYlSATZ4MDwz+j6y1hfzMjMpKnISk2FncdtntzHo74MorbZDui5xMXfsXOaNn4fP+Hj2h2e57O3L6s517ohzG7uMUkodljQxUSrAXC64+O3zePHShfAp1P6hNK7nOC4bcxk1vhrG9xzP+F7jGdtjLLERsQC4xc3bP3mbl9e8THl1OamxqRzV7aggfiWNKCyE1auhogI2bYLwcBg/HtLTgx2ZUuowoImJUm0gI6wv631DACgv9gBhiAhPzmq6uGa32G5cPfHqdoiwlYyB6dNh+fKDP5s1C26+2XYzVCoQam9jdk0CwJsY3bbXO9TlwQdwb9pd99pbWBiIiDolTUyUagPPPV7GrUtOAqA8oxhb8bsD+/JLWLwY4uMpWr6ZVbPuJ/6ME4gb0hNvYQnxn79H2r9vZ8tbP/J0r98zcHJP0q85lh++KmPOdb0Jj9B5MkqplvErMRGRFOAloD+wHTjPGHNQmigiXuBHZ3OnMeYsf66rVKi74KRsUm6/lst5koq8Cjp0YvLhh3DKKXWbp/EVS986Zr+Wbz1xuYYxfuw1bF5XQ2FGFLyCfZCEZ8c3/OyRo9s/btVxOSMl7vh4AHxR7TTZ9VBHSpwRFnGevUVFgY6oU/J3xORmYJEx5i4RudnZvqmB/SqNMWP8vJZSHUbfKf2YdNf/wM1QXlgd7HDqu/12WLgQ+vaFmBgYOBAuvxy6dWt4/yeegO7dYdkyNs3/lKW3H8OZZ8JFF0FlJezYAWVlsGKFm5Hj3PzlL5BauJGv/7GMmIQw5tx5SsPnVUqpBvibmMwCTnRePw0spuHERKlOxUMY3+Xb/jYhlZhkZ8Ntt4HbDRkZdgJrTo5972c/gxtvhGHD9u1vDCxeTMFJ57DwszTW+i4G4L77YOjQpi40lCPOanIHpRrn1PLxlpQA4N6VZbcHh0YzS3fJXgC8azcCcHDLPuUPfwusdTfGZDqvs4DujewXJSLLRORrEZnt5zWVCnkiMPde+w9zeVFNkKPZz3PPgccDK1bAtm02UVm3Di67zH42fDiceio88wz4fLB2LT/k9mDQfx/kwgvhzjshLQ2GDAn2F6KUOlw1m5iIyMcisrqBx6z99zO2XGVjiWM/Y0w68FPgQREZ1Mi15jkJzLJcbWykOjC3Gz5JuwSA8hJvkKNxGAMLFsDEiTYBqXXEEfDYY/aezO9/D198AZdcAuPGwYwZ3MeN+FzhvPuuHSlZ+FZV3WIJ5s6FP/85CF+M6kwkKgpxGvqFhBqPfag20WxiYoyZZow5soHHW0C2iPQEcJ5zGjnHHud5K/Z2z9hG9ptvjEk3xqSnpqa28ktSKjRMWfRnAMpLfcENpNa2bbB6NdtP/SXXXgtXXmlzj6lTYf58yPB0gzvugNJSO3ricmEKCvk8bibTZrg47eQqbrg0n5EzesMLL9hzjh4NS5fWDb3z0kuwd2/wvkalVIfn762ct4FLnNeXsN88/Voikiwikc7rrsBkYK2f11Uq5C3d3pNI9lJWGgJ3oLduhV//mgqiOenJC3n8cXj+eYiNhd274YoroHdvWyftttuFdeMuhO+/Z93yCraXpXLy8nvgd7+zs13PPReOPNKe99e/hg8+sPeuli2DCy6wyYlSAeQrKMRXUEjYjhzCduTY1TC+9v+5cpdW4S6twrdzD76de9r9+p2Fv4nJXcB0EdkETHO2EZF0EXnC2Wc4sExEVgGfAncZYzQxUYe9B24vw4ubktIA1fD46iu4/nrIy9v3XkaGHeFoTFGRvS0zaBC89x7PDvwT2/dE8N5fVlLy/Dt8/plhwwb48Uf4618hOhr+9Cebd0yfDiecAG63YfbpNXDWWXaCyeOPw6hRB18rPR0+/RTOtJ2UefNN+NvfAvO1K6U6Db8SE2NMvjHmZGPMEOeWT4Hz/jJjzFzn9VfGmKOMMaOd56ZLXyp1mHjg6Bfpxw6KywLUxPu66+CBB2yHwJdftpNYhw+HhAQ4+WR46inwHjCf5cYb7W2Z9HRYsoQX0n7LyJEwde0/4OqrQQQROPLrJ7h58ud88YUdQbnxRsjNtTnPZZcJvR65BU48sfkYTzwRUlLs64wMG6NSfvJVVOCrqMBbUIi3oNDWG2lldVZ/eOMj8cZHIhERSESINhI8DEhti/VQk56ebpYtWxbsMJRqPY+Ho2N+IKlbJB/sHunfuXw+iIiwK2aysmxJ+MGDYfNm+/mwYbBhg32dmmqHPo48Et57D37zG7j/fsrKIDnZcMMNwl2/L4HMTHuc12vX/h5zjE1iSkvtrZm4OExxCbJ8mf0suo3LgQMistyZKK9CUIKkmKPl5KBdXyIjATBjhzWzZ9tyrdkGgK+p0UrVpI/Nq43+rAfoTzml1IHWbQqjlHiKKiP9P1lxsU0gpk2Dr7+2y2Oio+FXv4KaGrvk9z//sbdY+vWzwx2LFtl7Mf/3f4C9XePxCMeuesyOstTWK3G77Yf332+3166F/v1h6VLk88/saIz+kaBCgKmuxlRX49rrwbU3cKNx4jWIt4k/0p05LbXX9ZWV4SsrC9j1VX3aK0epNvLJizmsqxnCkMrdze/cnPx8+9ylC4SFwQ032Mf+LrjAPhrg9drJrgCjRzbwCz0mxj7AFik54QQYMQLi4+2BR2tJeaVU+9DERKk2cvGxW/iCT1hSE4Ch79oJr1271nu7sBCiohq/y2IM3H23LVOyc6cdUOl776+bvlZKCrz22r7tn/7Uj8CV8kNtwZzaKQfOs5RV2u2o+IBcxjQzXcVd6iyB35NdPx7VJvRWjlJtJOGUY+g9IIIibwB+eebns5RJ3PDcGLbZ29v4fHZ5b0wMjBljE5Di4vrzTe+9167yjSzK5v9SHuHtt/f9rldKqVCkIyZKtZGMDNhU1YdKE0VlpZ9zR/PyuJH7+OqFnvz9ZTj+eEhOpi5JSUgw3HyzcPPNNlEZOxb69IEXX4TzzoMXL1iKbN0L/QLypSnVrtyDBwDg3boT2NfNN2CaWeFTO0LjcXr3qLaliYlSbWTrmkrezpgA2Dsxffq0/lw1OYUs5RjmjllG3InpfLWogqVLoxnWp4KvdvUh5YGP+F7G8+JjhRTvKuGLXf1YvtwwY8BmFtydgPTXFlVKqY5Bb+Uo1UYmTICnwi4HIC/Xv7/wMrZXY3Ax8YgSHritlG+y+lN2+fWsW15Jyu3XQ1QU48bBPYl38s/8c1mzBiozivggcxTRW9cE4sup54UXdKGOanvu+Hjc8fH44mPwxcdA+gj7aKteNUGqKKvq08REqTYSmRTNkKtmAJC7udivc+12Fvb0uWQqxMXBk0/iOudsJLWrXQ480qmTMn68rcwKtnz8J5/YZjgBdvXV+yrPZ2bavoDr1tnta6+Fm24K+CWVUp2E3spRqo1UVMB7WbZfZe6aHCCp1efaneUGbEV4RPaVfT/QT36y73WvXvYRYMbAihXgcv6sObAqfmws7NE2IioAvLVzOlbYUT/3iKEA+FICsxrnII3MNTFl5W1zPdUgTUyUaiPV1fDXlwcDsGutfxUi8zNrAEjd/h0cOcHv2Frr+edt8+DLLtu3umf8eFizZt/2X/6iqymVUq2nt3KUaiOJiZA/cSbdyGbrZp9f5yortj1w4rrHBiK0OkVFNtFoyuOP2xESsBXrX3vt4CXHLlf993RJsgool9s+jAFj8EWH44sOD9z5m5lbUltxVrUPTUyUaiMikPLN+wyMymBrhh9l6QsKKCvxImKISR/hd1yffLLv9S9+YfsAHtj7b3//+Q/82qnJ9swz8M47foeglFKN0sREqTb02GMQGRPG1sKU1p/ktdcoI464aK/fIxHr18OMGfDBB3b7+uvhD3+w7XIATjvNNjDe3wcf7Ctnn5q6b1/VMYhIHxH5VETWisgaEbnWeT9FRD4SkU3Oc3KwYz2QhEcg4RG4ExNwJyZgIsMxkQEcKanVTLdiU1WFqaoK/HVVgzQxUaoN3ffHYvIro9lZ04OasgZ+sRkDCxfu64VTWGhLuu7v9dcpjUolrrrA78kbPXvCPffAuHF2e/JkO18E7KhJVBQ4DVzZs8eOrkRG2r6AqsPyADcYY0YAk4BficgI4GZgkTFmCLDI2VYq6DQxUaoNrTr/r1yX/DRewtj16eb6H/p8drhi5kyYNMkOZ/ToAccdB/v/dbZuHWVxPYiL8fk9eSMx0Y6SpKYe/JnbDa+/Dldeabd//BHOPx/efdevS6ogM8ZkGmO+d16XAuuA3sAs4Glnt6eBkKvCZ2qq7cMZsfBFheGLar81G+7iStzFlRiPB+Npg7opqkG6KkepNhT3j7sYcuwuuBA2Ld7NwDNH7vvwtdfgzjttB9/Nm20xkOpqWLoUzjoLBg+2zW927KBsaD/i43r4FUt+Pnz9NUyZAgkJje9Xm/scfzw89ZRtMqwODyLSHxgLfAN0N8ZkOh9lAd0bOWYeMA8gipi2D1J1epqYKNWG3ngD1mzpDcC6z/M5Zf8Ply+H8HAoKLD1R1591c5GHTPGzjb98EO7X0QEpYlpxPnTawf44guYPdsmJ0cf3fz+MTGNl0tRHY+IxAGvAdcZY0pkv9E3Y4wRkQbvExpj5gPzARIkpV0Xgru72LlZZq8dQXQX2Hoi3pRWrk6rXXlTO5/kwG2Hq9Iuz6/rJqzalSYmSrWht58pZPEH1XSNiGLtd2Xw97/DNdfYD9euhWHDICzMdtvbtg0GDbJDFhMm2HKv06dDfj7FR+6id2oNcOQhx7B+vZ0/Mm2aTU5Gjw7s16hCn4iEY5OS540xrztvZ4tIT2NMpoj0BHKCF6FS++gcE6Xa0L/+ksfWQdMZPtTLurgJ9tZN7drcNWv23Sdxu+2tm9q/Yo8+Gs45BxISMP36s8XTjwFDw7nySvjnP+0uPt++GiRLl9pTH1iTpKoKTj0V/vhHW5F18mQ7wVV1HmKHRp4E1hlj7t/vo7eBS5zXlwBvtXdszQoLsw+Xyz6KS+2jOY3VJWlm9U3Y7nzCdufD5p2weSfekpJ91WdVu9HERKk2FDZ8CPLjD4yYnMIaMwKTkwPffGPr1W/btq/HTROysoXS6igGzhzGli22Nw3Arl2QlASLF8P778PDD+875sEH4dNP7YqaxYvhN7/Raqyd2GTgYmCqiKx0HqcBdwHTRWQTMM3ZViro9FaOUm1o1Sp49lkYOBAKyyP5LmEaE//8Z7jrLpsptGBm6dL/5gNdGDMGrrtu32pij8fenpkwAU480U5LiYqyp12wwE5VOekk6N/fPlTnZIz5AmhsmODk9ozlUHlzcgFwH2FbO0hhC0cvmhgVAQ6aW+IurgTAs1ubPIUCHTFRqg1t2waP/r2GKa9eS3IyPNj/QfjoIzsrFqgaPJKrr4Y3X6qymcZf/wpLltQ7xys3fE2XiBJmzbJLd2sLnA0aBP/9r71FA/uWAIvAl1/Cvfe211eplFKBoyMmSrWhWbOg4u9Pwoe7OH+c4ZlnhlPjjiL8jjsgLIzHPh7CI4/AI49EsuK51eT+/hMG/6kXA044Ab79Fl9CEj8mTmZsag0jpsCAAS27bmzsvoRFqY7KFWOXJ3sTnSVpiX4uTas78QEjKpk67zeU6IiJUm1IBPjlL+H11zlpqlBR6WLl0PMAyBl7Cr//P2HkgHJ6ubMZe9GRzOAjxj30M96cn8PoKQkkjR/Imt1JpJ/ShYceatGUFKWU6tB0xESpNmQM3HSTLQE/5TgDCF8e+79MSNnCf9yXUVnl5pU3I0hKSuG+h+yqmoULhbOv6AZ046zpHgpL7AIdpTobX6VdZha2wxnRcO5jetK6+HliO8dEvL5651WhQRMTpdqQiNON9/XXuWDCK/Tv/x8+yjyS6774gg+mVjIsrZzho+w9l7/9zR5TVmaXBIvA9dfbH9E777SVWIuKICIiSF+MUkq1A78SExFJAV4C+gPbgfOMMYUN7NcXeALoAxjgNGPMdn+urVRHsXYtyHPl8EMaF18Mt99uVwwvXRHNnDkH7x8XBzfcUP+9SZPg6qs1KVGdjM/W/PFkZtltp85PmFMLyNclyT7HHeIPhjPHxLjsSIl3SJo9fZmtLKudhIPL3zkmLe1O+QxwrzFmODARrTCoOhER4OKL4d57ufFGW+r95pt8FBXB0cOKWnSOk0+2XYGVUupw529i0mx3Sqe9dpgx5iMAY0yZMabCz+sq1WF8/jmcey4UZVaScOsNnDtyLYuX2B+9iTVftugcXq8WSFMKY8AYPJlZeDKzcBWV4ipqQSXY5jiVYkUE8bODt/Kfv4lJS7pTDgWKROR1EVkhIveKiM40Up1GcTGsXg155dGQmcllvT6o+2zEL45p0TnOP98WTFNKqcNds3NMRORjoKF+67fsv9FEd8owYAq21fZO7JyUS7G9Gw68Vl177b59+zYXmlIdwhln2AcAzz/P8Qh//LOtxupOTWnROc491zYhVkrtp7bvlJ/EWaXjO7DZlAqKZhMTY8y0xj4TkZZ0p9wNrDTGbHWOeROYRAOJyf7ttdPT03XgWh1+RJDsbG59/0x47z2ga4sOu+CCtg1LKaVChb+3clrSnfI7IElEnILZTAXW+nldpTqU3//e9rkB4JNP4LvvIDu7xcfn5ekcE6UOEhlhH41w7fXg2ushLLOQsMxC3Gu34167Hanx1n9Ue5BqTzsGrprib2LSYHdKEUkXkScAjDFe4EZgkYj8iG0m9S8/r6tUh1JZCeXlzsZ559lMo4VlXKuroUcPu8xYKaUOd37VMTHG5NNAd0pjzDJg7n7bHwGj/LmWUh3ZAw/st+F2Q5eWV670eGzxtUmTAh+XUh2Ru3s3ALxdE+q9L1V2zomJdNZXbNoBgKfurwLn+Moa+2K3rY/iLWlh12LVLrRXjlLt6MDff8bAa681PYcvJgauvRaOPrptY1NKqVCgJemVaie33ALPPAM7d9YVsOT99+GOO+CkkyAlxY6OhB3wU7lyJfTuDampB59Tqc7IVFQC4Npuq1WYHvaHw7d2EwASbn+IfI1UcDU79tjPK7SkVijSEROl2slxx8EVV0BNzb73BgyAfv1sGfpFi2w/HLAjKbW/M2fOhN/+tv3jVUqpYNARE6XaycyZ9rG/4cPhzTft6zffhGHD7G2dDz+E226zVWOffRaSk9s/XqVCla/UqfZaW/Q1L7/e56aq6fomPmfOiXv4ELu/jqCEFC0U7SEAABFoSURBVE1MlGpHNTWwe7cdKVm0CAYNsoXWAB5+eN9+u3bZirHGwLRGKwkppdThR2/lKNWO5s61q4R37YKf/xxubqTt5eWX2zL24eHtG59SnYl3/Wa86zfjq6jQ0ZIQoiMmSrWjO++En/wEevWyE18bI7JvgqxSSnUmmpgo1Y7S0uwDWlxfTSnVVrScckjSWzlKtbPycrjmGvjnP4MdiVJKhR5NTJRqZ243rFoFy5YFOxKllAo9eitHqXYWFQVLlgQ7CqWUCk06YqKUUkqpkKGJiVJKKaVChiYmSimllAoZmpgopZRSKmRoYqKUUkqpkKGJiVJKKaVChiYmSinViYnIqSKyQUQ2i0gj3ZuUaj+amCilVCclIm7gEWAmMAL4iYiMCG5UqrPTxEQppTqvicBmY8xWY0w18CIwK8gxqU5OExOllOq8egO79tve7bxXR0TmicgyEVlWQ1W7Bqc6p5AtSb98+fI8EdlxCId0BfLaKh4/hGpcELqxhWpcELqxhWpccGix9WvLQNShM8bMB+YDiEjux+bVckL3/zUI7Z+FWqEeY3vE1+jPesgmJsaY1EPZX0SWGWPS2yqe1grVuCB0YwvVuCB0YwvVuCC0Y1PsAfrst53mvNcgY0xqqP/3DPX4IPRjDHZ8eitHKaU6r++AISIyQEQigAuAt4Mck+rkQnbERCmlVNsyxnhE5GrgA8ANPGWMWRPksFQndzglJvODHUAjQjUuCN3YQjUuCN3YQjUuCO3YOj1jzHvAe4dwSKj/9wz1+CD0YwxqfGKMCeb1lVJKKaXq6BwTpZRSSoUMTUyUUkopFTI0MVFKKdUiodZXR0T6iMinIrJWRNaIyLXO+yki8pGIbHKek4Mcp1tEVojIf53tASLyjfN9fMlZERWs2JJE5FURWS8i60TkmGB//zplYiIiEuwYOhr9nqn2oP+fha4Q7avjAW4wxowAJgG/cmK6GVhkjBkCLHK2g+laYN1+23cDDxhjBgOFwC+CEpX1ELDQGHMEMBobZ1C/f50mMXEy1NEAJoRm/IrIDBG5KthxNCRUv2cAInKmiPwh2HEcSERGiMhJIhIrIuHBjmd/Ifw96yUifSD0/j9T9YRcXx1jTKYx5nvndSn2H9XeTlxPO7s9DcwOToQgImnA6cATzrYAU4FXnV2CFp+IJALHA08CGGOqjTFFBPn71ykSExH5H+BD4H5nyOpc5z9IsOOaAdxF/Uw6JITq9wzqvm+3At8EO5b9icjZ2OJUNwJPAdeJSPfgRmWF8Pfsf4DFwJPO/2djRSQyyGGphjXbVyeYRKQ/MBb7/3h3Y0ym81EWEMyfwweB3wI+Z7sLUGSM8Tjbwfw+DgBygX87t5qeEJFYgvz9O+wTExGJAS6E/2/v3IO9qqo4/llwBQlJQMkQVEIEzXJ4GFpaWigZqJCPjIeEj9R8lClZmlRTpo35yEptaFQqTEQxH5mpVJqajo80HzhioYOWAZaGGoTitz/W/uXxSsplvPvs+7vrM3Pm3nN+Z+79zP79fuess/faazNF0hjgd8AuwNQ6b7RmthtwHTBZ0u/MbGMze5eZ1f6elNpmyW00cBlwtKSbzKyPmQ1J46S19VCYWQv+lHG4pPHAHKAP8KW6gxMz24ky22wT4ChgkqSxwGLgSGBMBCdBWzCzjYD5wPGSVlRfS71wtfTEmdnewDJJ99Xx/9eBFmAkcKGkEcBLtBq2qaP9ar8JZuBVoDewHYCk84E7gSHAblDbuPZT+PjoyDR2Ox9/yr4mDe/UOda+Br+pltZm4Ot4PA9sZ2b9gGvwJ5KfAoeZWY+avAz/nI0EkHQdHniuBj6d3uO6KLXNVgHdgX4Akk4CHgf2BbaByDkpjDatq5OLFFzPBy6VdFU6vNTM+qfX+wPLatLbBdjXzJ7Eh74+hud09E4PM1BvOz4NPC2p0ZN6JX4Nq7X9mjYwMbNBZtZH0irgHGC0mX0AQNI8YAlwSNrPFg2a2Z5mtqukxcBw4AfAC8A8/IJ8B3AsfsHOipl1MbMWSf/Bb1yjUw9FrW2W3MzMukn6KzAW+DLwMPAzSXvjX/o9gL6ZvbYzs3dLehk4HdjNzPYCkHQncB/wYbzcd1bMZ1BMkPQ0sCfenVx7mzWQ9BLwc2CUmQ1Ox84GVgLfSPuRc1IOxa2rkwLXi4BHJZ1Teela4DPp98/gwXh2JJ0saaCkQXh7/VbSFLwX+oAC/P4OPGVmw9KhMcBC6m4/SU23AePwEssD0/5g4GvAt4DRlfMWANtk9BoDrABuAzZPx96DZ5VXz7sRGJa5zSbiww8/SZ4DgJnAN4Gd6mqz9D/3An6M9yiNSce2BI5sdd51wM6ZvW4BhqT9XsBn8QvlJyrn3VRtw4yfteeBJyp+A4Ejam6z8cAF6fs4In3OZgFHNzzTedcD/XK2WWzr9P6NAxYBfwG+WoDPrvgww4PAA2kbh+dx/AbvgVsA9C3AdXfgl+n3wcDdwJ+BK4DuNXoNB+5NbXg13ltea/s1XUl6MxsHnAEcJX9ibRzfBs+b2AK4Cx9LmwnsKukfGbz2Sl7nA+/Dn1rfMO5oZgfhvQFjJT3b3l7pf+4AXA58EegPnIAHJMvwp/1BeEJZ1jZLbuPwBOHv4EMlM4CJkh5sdd4BwKl4QPDMG/7Q2+81PjkdKumeyvGe+Ofsk3jQ8izeU7F7Dq/k8An8szYT75Z9SK91cVfPy91mO+OB7xn4xe9k/KnxZWA6sBTvYeqRvHaR9K/29gqCoCyaaRE/zIvAHIl3692ZEjUPwSPq30r6RgoQPocPn0zOFJQMxW+ox0q6w8wuAM7En2ob53QFJuMX6wNzBSWJTfFpgL9OLkuAE/Eeih8Bo/An2mxtljz64DeuGZJuSscGAe+qnGPANLzd9s90g+0BfArPrL/HzHrhQd3GwNWSZpnZ/fiQ3EvAQRmDki3wmgjHSbrNfLr3DOCqyjkGHAycQqY2SwwA/iBpdvJ4ArgQT4CdiT/pHoUHKgdHUBIEnZOm6jFJM1o+jicc9cK7+W7FExCPAPaVdHtKljL5XPwcXt3woZsn0/6G+CyJSyRdm471wMf7F0l6LIdXxe/dwLfxefZ3S1pjZmPw/Jdj5LOGsrZZ8uqCv4f3AqskvWpm5wErJX2lct4HgX9IWpTRbRj+lD8M2Aofk12ND+UcJ+n65C9l/JKlhLp+1WDDvNrkzZLOS/sGfAAPrHK22Ug8wJ3Z8DOzifhQzlhJD6TvRld5/kkQBJ2QpukxMTNLN66b8Jk4xwFzJJ2bXl+Oj2/fLk9UzOXVJd3Mn2zs47NeHsUrFV4LIGklPt5fB8/ic9kPxLOxl0j6jZl9D5hoZrfkbLMG6f28rdWNfSGpxyQNez1SHbLL6PaYmV0CfB24XNKZyWk5MMXMbpD06pv+kbeZ9B14BWjc9FvS/lXADhV34ePbuXkE2AifQj0jqVydehR3Ax6QJ6sHQdCJaYpZOemCrBQErAFuxhNKz62ctiE+pTO31+tuTpJeTTf52fgNbN+cTlW39LNLunl9Cx/3PxbvpQAPXHvkfOKvusFaZ2UsA54zswl4HswrZKLSZpbcFgEnNIKSRHe8J6KOoOR1baXXCjgtAPYxs+k5nRpe6WdX+WyvI/Ck17PwnibwNtsyt1sQBGXSoYdyUnf6i8BqScvTsTdcoM1sMp7QebCkdq+yujavVq93Sb0BJ+MB02m5eiTMrC8+LPLvyrEWSa+kxM0v47M3BgKb40XW/lSj2+vez9RL8jPgT8C0TO/n2ry6tA4+zGwavibGNEmPtLfXm7j9r80qn7XpeCLzMTl6JcyLp62qDsmY2QaSXk45ORfgQ1+9gW3xPJyH29srCILy6bCBiZntg3ejP4Vn8p/Da3kI/7tpmNmH8SS/L+W48L2FV+ub7C7A4oyJkROAw/Hkwl/gScL3pte6SVqdchR64jOHnpTXDanbrfp+jsZvalNy5OK0wWs4HtSdLumh9vZqi1vaH4r35LR7oSTzMvNHAd2AS4EHlQo4VT5n3fEek22AhZKeaG+vIAg6Bh0yMEk9EvOBScAGeEb/4cBzrS7GPfFiTX0yzb5ZV69Ncs1sqfzPocntIHwWzj54r8j5km6vnDcgVzCyHm6b4bkw/SQtLclL0lIz6yVfSKzdaYPbQHmBtSyY2eZ48ahJyWtHfJhmvqSbK+e9U61KhwdBEEDHzTHZFC+j+xBe7GdrvD7IaWa2B9BYH+QwoCVjELCuXpPS7IOcNNwWSvo9cDte8fMgS0uXm9n2eN5Lr0LdDgM2zBGUtNHrUDPrmSsoaaPbFPN1RHLRAiyR9Ef5FO+5+LDbfmY2KnntBEyr4TsQBEEHoKMGJvcAPcxsAV6BcA4+ZPI3fBbJO/AVEa9QxumtbfCaX8Psg4eBFWZ2atofATyGr1fSSDxcBlyc+QbbFrdZ1VyKgrx+XMP01nV1u0jSi7mkJC1JXmel/cV45dul+PAg+KyhOr4DQRB0ADrMUI6ZDQReUCq6lJ62dsTLkh+cjm2LFy47VPmqphbp1dot5Y58FDgGD0glaYKZTcJLqx+ScyZJqW6lepXslnKlNgPeIWlO6rH5AvC4pLPSOeOBzwOfzBxcBkHQwegQPSbmRZgW4CuhNlYiXZXG0l80s0axrSF4ln+WacGleq3NTdIraYx/P3zK5n7p1F5knt5aqlupXiW7mS8ZMAvvDTnFzE6XtBBPxt3avCAeeP2S1WSesh8EQcej+B6TdMOfi69s+zTeJTy30fNgZmPx2hu98IWHpqrVOiqdyev/uC1LbstbnXc8XrJ/asaZJEW6lepVspv5+lOXAcfLKyoPwqsFT8FnCjUWz+yFr1E1TdL97e0VBEHHpiMEJt3wst+LgL2Bj+ArMs5LMyG64bVAdgD+knHqbZFeb+F2uaRljWnLZnYicGOOadSlu5XqVbJbCkxGSJpnvtZTb3xV4MOrDuZLHqxUrH0TBME6UGxgYmZb4omiLXp98aj98fLVj0v6gZkNl/RAZ/dqo9tISX8Mt3K9SnZLXs8AKBUGrARHc/C1cJ4ws1FaywraQRAEb0aROSYpUe5XwA+BS1LyKACS5uML8/Uzs6uB28xrJ3Rar/Vwu9XMBnR2t1K9SnareF0AzKl4Ndbd6gv0NLOpwNxG7lUQBME6I6mYDU+M2wJ4CNgdz/SfgT+dbd/q3Dn4wnjv76xe4dZcXiW7/R+vE1t7ARcDV+J1VbZvb6/YYout+bbaBd4gBF3xLP8BvDbU9AXgr8DQtN8fX2V2eGf3Crfm8irZ7S28hqX9s/H8l21ztllsscXWPFsxOSZmNgRf3XYx3k18nyqrtprZScB7gc9JWmlmGylD4ahSvcKtubxKdltHr+2BQ4GxwGPywmpBEARtpuWtT2l/zGxv4HTgObyr+FLg++ZLpZ+RTpsHnIxXtiTTBblIr3BrLq+S3drg9VVJa4Ab2tspCILmpvbAxMw+BHwXmCzpfjObBYwGPgTclaYhzgV2BUbhUxKf66xe4dZcXiW7tdFrhJn1lfTP9vYKgqC5qX0oJ138hkqanfb7AbMljTezwcCp+BPiTsB05StqVaRXuDWXV8lupXoFQdDclBCYdAV6SlqRfu8PXAeMk/SMmW2FJ9f1VMYCTaV6hVtzeZXsVqpXEATNTe11TCStkbQi7RrwPPDPdOGbCpwCbJD7wleqV7g1l1fJbqV6BUHQ3NTeY7I2zGw2Xh9hLAV1EZfqBeG2PpTqBeW6leoVBEHzUFRgYmYGbAA8mn6OkfR4vVblekG4rQ+lekG5bqV6BUHQfBQVmDQws+nAPZIeqdulSqleEG7rQ6leUK5bqV5BEDQPpQYmpgLFSvWCcFsfSvWCct1K9QqCoHkoMjAJgiAIgqBzUvusnCAIgiAIggYRmARBEARBUAwRmARBEARBUAwRmARBEARBUAwRmARBEARBUAwRmARBEARBUAz/BdRwokgs0Bt8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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xUGia1gcRxb6sp1Y7ZMmxG9I7ctti/1jHqlDAfyUwsc4BWK9uLi6iFJ03T5y7CheWTrzVquVoYKLrcm03GOSO380Ntm9PdYxv2VI82IxGGYqNjUyFNGli2YGrq/S4sbOT4KFfPwBiXArzY5mvuUAJAE6eNjAvriNv2f1EkbdeTBV9PIg33pDKn927U8udx42D116TMpdmzWQ/R4+mtiAOD8fdXTIaJ0/KLgYMkCAlOlqqZA4elLZCjRuLyW1EhJzq33+XxE9oqAQPfftmPrTz5+XXci8xCTG0/q01a8+tpbBLYdovaM/fZ/8mOBi++krizO7dpSJ82DAVnCgUmqa1AoYjrttpW3L+BXTTNM1e07QSQBlgX0b7eCYp6CGPezFoD8xgmB1sMDvYoNsbRQPyL+s/kEfZFsmgpHs42WF2skMv4I5ewB3NaEQz5k298n8jMHFzk2dnETBRpIhctXr1ktt9a1lKgwZyoU5MfORDhoWJrtbqlVaggFzEMyIpSYby/vviHwISwKT1fOOddyRwiIvj/FdLGTCxJAvpQuy2gwyqewgnFwMjrw5KnSd6GDRN0hw//yxpm1q1JOowGERdWrw4rF6Ns7MEF1YcHGTTMWNkamfPHgkU9u2TWO+332R37dtLgqddO4m37kXXxSclMVGCtrSExIbQ6NdG7Ly8k986/kZQvyAqFKxAh4UdsC96isOHxUZmzhw5zrffStCXidO+QpHn0DTtd0S8WlbTtKuapvUFfgBcgfUW1+0fAXRdPw78AZwA1gBv6bqed9WUimeK/0ZgcuWKiCKsvW68vOS5Zk25YlrLPRo0kLmXAwce+ZB374q8w2qVUrCgTHtkZJ1iaytZhZUr5XV8vNz5W6tfAIlyAgPh+nUqj+3Mvo4T+JAJuDaozqad9nzwgYZnwRwQVmiaZE02bpRBtWolStcWLSTySEnnZEyjRjLMYcMkSClRQmaO/P1FJtOypZyHV18VweqlSxKY9ekjOpu1FieFwMDUfZ66dYpaP9Xi1K1TLO+2nO6Vu+Ph6MGanmuwN9ozYsMIKlWSoX//vQR1AQFiwOblJVrfh+XuXVi+/On1B1Iosoqu6911XS+s67qtrus+uq7/rOt6aV3XfXVdr2Z59E+z/ue6rpfSdb2srut/P2jfzwqavb08ImPkkWxGS366dyeaSUcz5Vz61uRqj8nVHkNxXwzFfeWLL4+J6vJ+YGI160jrCeLpKc/WLsNW7YZVKDpmTPpymbg4aXqXDezsYPL3OjVnviFi0n/B2zt1WA4OEqTMnZvxisbf5nLbJXV6eMAAqZbJUerWFW3OmTMSFE2ZIikdBwc5l1lIRdSpI6a2R4/KtI+vr7QqunNHXGrr1JHKnTFjRHd89ar8Cvbvl6ACINmcTMeFHYlLjmNrn6208U/tjOzl7MWH9T/kr9N/seXiFkDiqDfeED+WwoXFW69JE5lGehjeeENKn7/88uG2VygUCkX2yNuBycKFMufg55eaJYHUCMBK/vxcuQITfi6IXtRHsgWDB6e+37On3IJnWNt7P9HR4sMRsXa/TI307y9XSpDsTXKymHzs3StX4QyoVk0SOSaTZACs6E7ONJ/dg9/2Sc37wYOSgXgsAXPz5iKO6d5dppFeflmyJzVqiEg2i1SqBD/8IEHKrl0SK546Jb8Ws5kUn5S//xaJT0BAaseA2Ydmc/LWSX5s8yMBRe43CXwn8B183Xx5b917mHUzFSqIdUuDBhJv3rolx+nSJevi27RYzeJOncr+tgqFIocwGMFgxODsnO5hxVjAA2MBD7SyJdDKliDZz4tkPy90GwO6zdO9zOmaPB6VezMvJk9XTJ6uGMuVxliuNDbehbDxLvToB8oF5N3AJDERPvpISkisHX2tpA1MmjWDP/4gOFg0CWd+3CSeHr/9JsHJ2LGwapUIRdPeNq9fL/tev14yKmlsUU+fhu3bdIJ6fy8ZhmbNZF5m1CiZr6heXdzKatWS6aQOHWTapGNHuYKnYeJEGUZ4uLyOj5dgJTTSFjstMcN+NjmKn5+ci3HjJNBr314+90P6v9euDaVLS/Zk714YNEh87UA8UdJyJ/EOH2/5mDq+dehQrkOG+3O0deTzJp9z4MYBFp9YnLJ83z4xf1u9OtUXZciQ7I/Xqi1bvjz72yoUCoUi++RdH5NGjVLNySIi0jfeK1w49ecBA8DHh6IJcpdtKFtG6nsDA2Hy5NT1ypaVcpPTpyWjEmqpIW/ZUkQiHh7i8FW1KjVqQMgLb6DNXQgTPpP5gLZtpdoFpB4WZJmHh5SsWC/0S5dKhdDLLwNiKxIUJB4ohw/LrubOhYlNbuBp64PBUDDnz929aJqUEDdtKuU2t27JnImuy9xM8+YPtVtXV9GElC4NFSrcb3T73Z7vuBF7g0UvLUpxYMyIHpV78MWOLxi3bRydK3TGoBmoWFHiyCpVZLqoQwdJXh09mr1mg1evyvPDONgqFIpHxNq918PiyO1VAACzvXxZGOOlUCFLXX0zIpteI9nBmt14GFfYjMhsP9bPbjTJ9LrR0msnpVvxM1iemHczJmk1JWFhqbflkFqdA+Dnx9WronP48ENJBlCjhpTRWPHyElWmra0EEbduSfXLtm3yS09MZHlITfrUOE7I8r1w6BB2c3/GlmQx8PDwkO07dZLtw8Mly7JihYgr5sxJPVbDhiI+tczfuLnB4sVS4bx+vdzBlywJEbH2eDikrf57AtSuLfMuW7aI09rkySKK3bPnoXepaVJwdG9sc+vuLb7c+SXtyrajbrG6D9yH0WBkTIMxHAs9xtKT4lnj7CynvmpVqRD66Sf59WVjBgpI9ebLgUIthUKhUGSBvNtdODBQbnN37pTSig4dUo3WIFWUkZDA0lV2dOwoGYl8+SQQqOlznQYlrkC1ajRraaBdR1sG558LvXuj/76AmdFdee01sNmxBQ4c4P/CX2PVd+dYr7Xg0yLTKXVuDa8FvSW2pFlh4ULJlAQESABw65Zc8MuUSbearsvQG9rtAk9Ptl73f/hz9LC8+y58952kPLp0kWDFkLMx7tC1Q5m0dxJHBxylQsEK/7q+yWyiwtQKONg4cOjNQxi01PEkJ0vW6euv5Xdrddr9N65fF/M7o2ZC1wzExWlZsohRPDyqu3Du5kl1FzYWkql3s49khHXbx+zXYb7nOpgTGZTHmI3JCjah0QAkX7j4VI7/b/z3ugvreupVxeqJXqJE+nVGjYIOHQiLsuPcOZmduX5dVvv5Z+gwsAhlewcye749ZcrbYmMDCV16cXjFFbYW6sKbb0qcs8OmEa+fHMbAD/Oz5WxRjK5ObDtXmJOFm2Y9KAEx9mjRQrIrq1fLhb5Nm1RxiQVNAyIjiUhyxSP/Uwoqv/pKTlLlyiLMubfq6RG5FHmJKfun0KdqnywFJSBZk9H1R3Pk5hG+2vVVuvdsbETO8+qr8rpnT3nevVs8VY4fl0qhe1mxQp5r67swm7X0vjIKhUKheCzkzcAkOFjEAZGRqd2DPe5xAfzsM1i6lOBg8dmIixONyRdfSFXH4sUyDVCwoLzfrx+8/Ta8M9GHuvU0Nm6UmZk//5QOuHZ2oBUtgnHJIrZWf5dPP3oEr6JSpaT73eXL8OKL9181Fy4kAg88fJwz3v5xYzTKdNP69RKcdOki5msbNuTI7j/a8hEGzcAnjT7J1nY9Kvegc4XOjNgwgo82f8TlqMsEXQ/iTqKcvzNnZJg7dsgUTZ06EnxUqiR/HlbpD8js39ixUNo1hPZIJ0KTsp9SKB4PFi8OQ6VyGCqVw1TCG1MJb3Rb4+PPlsAju7Q+sX1mA1MBV0wFXNFsbNBsni05ad4MTKIlhUXZsqk5+7CwDFetUUMKapo3F13CBx9I4UmTJtIXpm1byaLY2EiSpWBBqfRt0kSSGhMnioV6Soq/Th0MB4Nw6t/70T5D3bqiP9mxQ0Sn48ZJwAXok74nnAIUKFvgX3bymHFykrSRjY2cRPtH76NxOeoy847MY2DAQHzz+f77BmkwGows6LSAvtX7Mm7bOPy+86PGzBq8/ffbgMiMrL17rC77FStKgJKYKDoUKwMGSAatsftByiO1wiowUSgUisdP3gxMrFeQ2rVTvc0bNMhwVU0TYWlWtAN+fpJJSVttbGMj0pCscuyYFPTcvi2zNGl9yr75BubPT7Ny164SnOzdK6XPJUtCuXJEnAwhAQeKlHxIJXpOUrIkLFokV/ZBg6TsOZtmdGmZHiRmdIMDB9//5u7dkur45RdJV2Xg0Gs0GJn5wkx+7/Q7M1+YyQv+L7DoxCLuJN7hk0/EjdYqhxk6FA4dgt695fe4L02nkPBwyaRMLzwWJyTjci3DFmcKhcLonk8engUwemb9hsnqvWFTwg+bEn6YXewwuzxFIdejZjnM+v2Pp4Ru1NCNGlqF0vJ4hjInz8Yos8vly/JcpIjMx0RH39+u1sK+fTID8c476Yt1cgJdl+mAwECprr14Ue7U79UbjxwJr7wiNu4gGZmUvjq9eklpztGjMtgVK7iK3O4XTd/R++nRtKnMibzwgnQo1HVxJPPPnjA3ITmBmQdn0ta/LX7ufunfPHlSUhtpWbJEypjHjUu3WNM0ulXqBkAZjzKsOLOCv07/RffK3blzRwKRCxckEExIkOC0Vi0JGq3i4itXJJumBYVzFxEgb9okM2sKhUKheHzkzYyJ1QLe6leSSVACMlMyapQUwTyMM+iDWLsWPvkEWreWfW/dKhc+Dw+pRm7cWDI1EybINR3E2+2tt6RIJ4X27eUCvGwZbN/OxfbiFGbtUvywHA89zpA1Qyj8dWGqT6/OH8f/IC4pjoi4CCLiIkgyZUPQ2ry5BAoGg3zI555L9W3JIotPLCbsbhhv1Xjr/jetJck9e0qUd/68ONJ+8UX6VMc91Perj6+bL/OOzgNEHrN0qVRlr10rJcWTJ0vAERkpmSyzWSp3NA0ID6c05wAo6p2crc+jUPxXODWuHKfGlSOhanESqhbHWKYkxjIlU943ODhgcHDA6OYmD4tTa3LxQvLwciPZy+0pfoIcwppxSfvIjBzKrKQ4wmayH2tXYkM+Nwz5no1znDczJvnzy1UlrZFaGiIj5U65UCFJ55cvL9oDkAuTu3vODMM60+DsLNfpEiUkIAkNTZ1O0HUR1U6ZIu/v2CGzT716SQCTzt/DYIB69Zg6rh5GY3rPuOxyMuwkATMDMOtm2pRpw4mwE3RdfH/LX1c7V4q7F6d8wfK8Vu01WpRqkbnZ2fPPw7lzooX5+muJ+CIipIrHQnRCNOcjzlPVu2q6kt7ohGgm7Z2EfwF/mpVsdv++9+yRAPPXX1NP3rRp4iUzcKBY+2cwLoNm4OXKLzNx10RC74Ti5ezF6dPyu0+Ldfbp8mWRyyQnQ2yUCSIj8c6fD26DnSkecHngeVUoFArFo5E3AxMPD3kY71dz794tMwI1a4p0Q9flemrl2DHpgpsTnDgh2tsVK8S8bdUqaU6X1vJD02DSJLkQliolNup//SWSmI4dxcvs3qrjQ4dEYpHWZf9B3Ii5QURcBGbdTEWvipjMJnot7YWzrTOH+x/Gx80Hk9nEslPLOHXrFM52MqcVkxDDrbu3CI4MZnPwZv44/gel8peifMHy+Lr58mq1V6lRtEb6g/n5ySMggAtlPPlt/9ec6jkFN/t8hNSuxN8hO0gwJVDaozR9qvYB4GzEWRafWMydpDvMfGFmuoCFsDA5ScuXS4op7cnLl0+Cn4EDJQqsUkXsXgMDpfTaQs8qPZmwcwILjy3k7cC37wtKINV/79Sp1EKuTlXPwmod12aBaIvMXD6fcyXRCkVeouxPUnBw4UNxZHXc4Q1AYWcHAMwOefNS81DksGfKvzrLWo/3jOhLIK8GJtHRomjNAKtL/fDh8jxpUvr3cyowuXFDSomff16ulytXSiBUtuz96xqN8OOPqa/d3cXdvk4dmQbaulWu9U5OUjkcFkaWe+TM/Wcuryx7BR3546zsVZmKXhWlt8xLi/Fxk/kgo8FIpwqdMt1PQnICi04sYuHxhVyJusKWi1uYFjSN9mXbM6z2MOoVq0dwZDBf7fqKgzcOcvPOTS72TwCgRLxGrDkU+5Ob6OfXkkqX4/nV/iqjN48GIL9DfhYhALcAACAASURBVLpU7MKb/3uTQJ9Aqd0eNUqCy3HjRFhrNEozxHvp3l2a4NSoIamvkydlfuzMGTlpQEWvilTzrsbcI3N5O/DtDD/f8OHiGRcenpo98bh+HADDooXAfDbtevSqI4VCoVA8mLwZmKxbl66pXlpeeUUu7NYq4r/+kudx42TGwWpB/qjs3y/TRWkbxwUGZn37IkXkYzRsKH1kQKadrPrPe/3iMuJGzA0GrxlMoE8gQ2sN5Xb8bb7Z/Q0Lji2gV5VeDwxE7sXexp6eVXrSs4q4k0UnRDNpzyS+3v01y08vp7h7ca5GX8WoGalXrB6lPUrT/3/96V65O8WMHnLCNQ0i1gDQDwj77nNc3xqKg41D+oNt2gTffms5sL00CGrcWKKxpKT0TXXc3cVEb98+CUqcnCSr0ru3uOZZ7hJ6VenFsHXDOH3rNGU9748OCxWSeObChdSpvOjzoTJ9FBODJ7co4aUBTlk+ZwrFfwXzPyLQKz1EMiVnLf++ZfvIneD+L8Xg0+XyE26jkQtI6ZljTWw8aW8Ty/HMxSRVrFl66OjJuVczlzcDk0KFMhW83r4N778vuo/YWLlT3rxZfEnWrElvsvUoWAMeq1/Gw+DvL9foZs3EVf+bb+QBkiB4ELquM3D1QOKS4vil/S8pF+O+1fuy7dI2avvWfviBAW72boxpOIahtYemZFLal23P8LrDKeKaQefhlStFrTtxoky7ODpScMgocCkEffumX/fwYXm2s5MsyXffiTCnQgX5vZ47J/2FvLzEHffXX6Wc2miUEqeDB8UArmVLie6MRrpX6s77699n7pG5fNbks/uGd+eONIL+5pvU2aK4y7ekXGf8eAoF3MRo9rxvO4VCoVDkLHkzMHFxuV/diBimffqp/HznjswYWLUF+fPLDfncuaL3eJTpuMhIcWx3dHx0IW358mJiq2kSQI0cKdNDpUs/eLuZB2ey7NQyJjSdkC5DYDQYaVyi8aMNKg3Ods70qdaHPtX6PHhFa6rn44/Fpe7ECUkBvfGGlMG88UbqukePSkron39Sp+S8vCRKi4+XAGThQvGref55KFdOfrlWqlSRX8LQoSKAbt+ewi1b0rxkc+YemcvYxmPT61iQ35V1CsfqLVPn5lJ4sQE4O2NPLNdC72l/rFAo0pF8IwQAu0NSkWNfVu7KF1oE8B9eE0Hf3g0VASi2Ng4AQ7KZ3IRmGY9u8/CFq1qSxU/LeqfzFF1gIVWLYmPtQ3Q7UpZbfL/0hISnM7AMyJvlwtHRGZqS2NqmmsIWLy5/L3Pnyuv8+WW2ICZGetJFRDz84ffvl2drduNRsRabNG4sOpWPP37w+rMOzaL/yv60LNWSYXWG5cwgcgoPD5g6VSKuJUuk9LdfPxGyjhghJ/7cOUkXubqmr7SpUkVUy4Dpz8WSNcmoQkjTpNHg1Kmyn59/hpdeovcVDy5HXWb7pe2cunWKQwdWiQeLhwc2q//io4/S78Y1IUz6FtWty1V8OHolh8q1FAqFQpEpebO7sNEoKYXTp9MtjosTqcOtWzIrcPy4ZDSiouRGPDY21dW1Th14803Zpls3yaIUyKKh4YQJYm2fk6XHWWXJySV0/qMzzUs1Z3m35ffrN3ILZnOq5erZs7Brlyx3dJST3qcPzJ4tyy5cEHHQ4MHonTvTYWEHdl7eyYLOC2jm/pyUO/XqlfmxTp6E7t25e/EshYYbMBqMRCVEYasb2DTbTL3LyC/q9GmW7vSiY0fZ7ApF8WlcFnx8aDW3B8fc6nA16tnwAXhWUd2FczdZ7S5sLC0iuHpLpPNl13zinRBmErfqWg5SMflLtNy9fzOzMwCFdz68a3Su4yl3F84Mq+bFmtHRLt0AwGSdPnhC/Oe6C7fpqTGlbqqtcVQUvPwyzJsnQYmvL4SEyM+vvy7XQnt7CTwshRzs2iXXwv795Zrl6Sk38mmJj5fn4cPB21v6At6+LfFQkSJPPihJMiXx3rr3qOpdlWVdl+XeoAQkXVWqlGQ0duyQuu1Dh+Cll+R9d3f4/Xd5z8WFeFdHtjrc5OMtH1PHpw75HfPTYm4LykwqLXqS27dJNCVmfKzy5eGHH3CKusvQ9bH439L5qvJ7lAg307ErXN6/Qf5Ipk1LMboDcCpbTKaPfvmFEgSTkPwEmokpFArFf5w8pzExmU2sLW4iRA/D6h+6f7/oM6y+H3XrwoIFInUoWjR9r5vduyUAyai1TteuErDY2opj6Pffw/jxos1MSoIxY2DWLNFsZtONPUf49Z9fCY4MZmX3lTja5oI+Ov+GVfBjDUrKlxchq6ur1HHny0d8cR82LBxP/2YnaG4uyl/7/+L84PMMqDGAerPqcTT0KKvXz+D5kBBaL+5HqfMRzKgxFr1jRw7cOICHowcl85eUFJizM59uucOnW6Jhx3banIfAgXZ0PDiC/dWroe3YkU5b5FHeO2V8BhsjkXEOmM3prVQUCsX9mM5Jw9Et/WsBsHWXfB9F9ZTXO7+cCkAft1B5Hiav+74kXg0nv60EgOulZ6OKJ6XyJq2nSC7LlKRgmSXR7oqmRC8m33NarPQE05MyucF7guS5r9jwqBuYDHDQeJMTl+SPvmrtMOavuMakSRKEWGQKDB4sN+ZpA5PChaF+fXFqBQlqli4VreXBgyKQDQiQalYfH8mWJCWJAemmTWJ6evr0/aZoj5tEUyLjto2jZtGaPF/m+X/fIDexZ48YtixaJK9Hj4YdO7iw5GdK9gijw4IOeDp50qdqH0KGheDu4I6bvRtB/YIo71meOddXo1eoQLNzJqrsCU6JQOvPrs/U/fKFh8EgQY+1TnzvXso16MiYFp9x4MYBbgaUl+AImfmZm3+wTDHVqQO7dnEh2Ydk3citW0/65CgUCsV/izyXMbl5+mDKz5NWbGD6oB60/a0d+09fRzee5vPPHVKmWPr3lwKQpAwMPVetEh1mhQoSiIDMKkyeLD/37SuVr4UKyfYBATIl9Oef0iH4/fcf8we9h1mHZnE56jLT207P3DI+t2JnJ6KcnuKRQmIi1KnDnZtHubUjAh83H7b02YK7Q/q5MTujHRt6b8D7Ujha2ZN80HM6TKgEmoYGLO+2nBLuMte9OXgzWzyO8FHwBYx9X5cOxUOHUtZTVM6XiuXDOzwc4uMpV86BcomzoEgdiUTLlKGu4yzWxD1PLhKuKxS5htiXxKTJZdHedMu1Xf+ke51vnvS8ql5oEAC73pUKAReDTDv/XGwHAOf/T/yOOkwWJ8wiO56u9iQnqnRyC9bPYPKQAhHrZ9OMslzPBQbXeS4wCYkPS/n5rxNrefVKKfbd2ANu0OGzHxkwYAjr18v7v/4qmhBf3/v34+0tj7RMnCgZFaNRuhHb24tTaFiYBCUgNvJW8eSTIvh2MCM2jKCBXwNalmqZ7e2Phx7nwu0LNC7RGBc7F8y6/KHeW1L72Pjf/1JSTKeObmbEF02YOfBvOhx6i/yO+TMMSqwUcS0C5QsR9vvPxPg4U1LTJLD5/HNaJCbCeLGm//vc36w4s4L3675P/FdjmdwhH9ULhFHKXRoOXXRMIBBEa2I0Sj15/foyPweU8LoDl8RPRqFQKBSPj2c//LuHkPhwAOxDqxHitI6GwydDgitcrst2viAmIYaCBWXdL78UL6+silTt7eXGfvhw+RlEDlGy5IO3e5wkmZLosaQHAL92+DXDbImu68w8MJOg61LlFHonlKFrh3Iz9iYAR24eod2CdoTekamvKfumYBxrTHk978g86s2qR/hdObcnwk6w+uzqzMWm9xB6J5Rbd1PnQI6HHud2XHoFuLWTcXDiTfaVtCc8Noy3a77N8m7iKvsgTBrU3fGqWO/rukzbXL4s1T1mM+g6/9f8/9jddzcudi4YnVz44sgUHGwc8HMXtfM5W0sdeVSUeKBA6h+GruNgJ8GataWBQqFASvM1Dd8hZ/EdcpbwvrUJ71s7pXuwFYOzMwZnZ2K61SKmWy1sG93CttEtXAwOKdmStJSydaGUrQsH353MwXcnc/4lJ86/9BRdly2f8z4sHX11o/bvPWtyCVqSCS3JhM3NKGxuRqElJqMlJmNOSMCcS1LCeS4wuRlxCQC7Ez3BNYTEsvMpHdsH1n5NeHwY3+357r7md1aj0WeJm7E3mX90Pt3+7Maeq3uY0XZGugt4sjmZy1GXU16/ufJN/jotdrSR8ZFM3T+VLRe3ANC+XHt2vrYzZfvavrX5uOHHuNlLaayjjSNOtk7kdxQxzrwj8+j0RydkwgTm/DOHL3d8mXKs/iv702xOaofgV5e/Sqt5rVJev7X6LZ6fn6qDqTerXkpw1fp/3dg/4hzlW/diSK0h1PKp9a/nwmgw8n6d99lxeQe/Hf1NSpBnzRJVssEgEeiLL+KuSVorv2N+okZG0ap0K2wNthg1I8viLSnnqCiIiSHJAAwbxuEVM3l75VvEXRTL7c2b/3U4CoVCoXgE8t5UTvBRHJMg7vBL0Og90HRMe94i/92y1PN/ge/3fc+H9UZjZ6eRaLnh79fv6Y75YWj4S0NOh5/G2daZkXVH0rVS13Tvd1nUhaOhRzk+8Dh2Rjsuv3uZfPb5APAv4M/VoVfxdBLTFidbJ+r41knZNqBIAAFFUsvLO1XolK6vzuDAwXSp2AVbozihHr15lD9O/MHwusPRNI3KXpVT9g0wuOZg7ialzoFMaDaByPjIlNcdy3fEy1mixZVnVvLykpfZ1HsT/yuSdQVx3+f6MvPgTN5f/z5tyrRJCaLQdRGxliiRmuayfGYiInAcP54CBT0wWUP0qCgibZKpNhg+Twwk3O02+84eoEotN9gOlStneUgKRZ4nqbn8j9po4qUQNG4aAKUavwpA6Z6i4YprIA2/Jn4hYvS6Dlm7J7bVpET/dDfZrqZ/NwDyfy2O0Mb4J9PvJSUbkku9SbKDbivn1OQh51C3aEsMFj2CORfMV+e5wOSmXTL5w+y5HlmMAvE1iLhciOD9ZSlSBFqWasmKMyu4cecafn4+nD0LLVrAoEFPe9TZIyo+itPhpxlZdyTjmozDxmCDWTcz5585dKvUDQcbB96q8RZ3ku5ga5DgwdpF2ErawCG7eLt44+2SKsCZ2GIiE1tMTHn9Vs230q3fsnR63cu9WZChtYcCEJMQw4BVA/B186VyoexFAAbNwJTnp1D759pUm16Nna/tlM+saeL8mhGbN8NPP1FnVCnOaJappago4hySCbwK8W2qM6Deu7zd4H0urx8BpNrVKxQKheLxkOcCkxBi8Yo1cB34otxGpm2w4TDg5kbKxe7ozaP4+kpg8izeAR8NlRbI9f3qY2OQX+GRm0d4dfmrJJuTef2512la8t/dGW/E3CAmMQb/AmK6cuD6AYq7FycuOY5kczI2BhvcHdxxsXPJsbHruk58cvx9PiuJpkTeW/ce16KvsajvIuyMdpnsIXNqFK3B9le3M+efORR1LQpAuR/K0bNKT0bXHyVqZw8PsaGPjZXOjbdvU3zNu6zbN43x9eDWxRl87TWaT7ZAhUqTid1findqvYOrUxxoZg4eNNzXc1Ch+K9iu050a7fPFQegRsMBAJTseRWAa0ukJ85nlX8Hsp4puRejRYi/5znZz4FZsrxPUB8AnDbLd1TBQ3ceav9Z5p5MiWZJoORO//QHY82cWNFcLd/zuSBjkuc0Jtfjwwh2B8qsok4NR1o1kwtg9epQ2csSmIQeTRHAFsmgEW5u58jNIwB8ufNLXl0uKdNq3tVY13Mdfatn7aq5/vx6Sk8uzSdbPgHgWvQ1AmYG4DnRE99vfSkxqQS+3/oyPWg6IALWtvPbMn77eGYcmMHCYwu5Fn0t0/0nJCdwJjxVKTrvyDx6Le1Fse+K4fSFE1WmVeHrXV8DYNbNFPu2GDMOzmBw4OAs6Uoyo7Zvbaa1nZYiAnaxc2H8jvGE3b0l5jOTJ0sZVufOMr0TF0dxdz/u6gkcKAye8QaIi2O3pVJr6aml7Lqyi5KFp4DPTlateha/ghQKheLZIc9lTK4n3iLKNRlebss1u7WUKiXlorouokcfNx+O3DzCyJGwZg20b/+UB/wQHLl5hPwO+WlSvAkFnFIb+DQv1fy+dbdf2s6BGwcYUmsIuq4zatMoPJ08+WDjB5TzLMeH9T8E5NwsemkR12Ou42jjiI3BBpNuStGeXI2+yrmIc6w6uyrd/pd1XUb7cu0JiQ3hx6AfWXJyCWcjzhKfHI+DjQORIyKxt7Fn/YX1bLywkfp+9fH38Gfvtb2sv7CeYXWGYdAMfNzwY4q6FaVNmTY5eq7mvjiXilMr8u2eb/li5kwxWBs6FNq2hYQEcHTEzyL6HXnIiYDC/hAXx96ilvN3eTsejh50TSjN0oREAmqbyIP/NgrFQ2GtvLneWu7wCh6Wu+1lZf8EwMnw4MxngsU0w2C5R441S1VIfmPGFThWzUktSyHPqXqWLqxiGMvECCn///lPmT4utk7Go5lyaA42D2hMrBijpaeK1dfEXKyQLLdU5pgio57OwMhj37DJ5mSijKliqMUnFjGxcwsmb1hC9T6xQG8qe1XmaOhRqnVMrQp91th+eTtVClXh40YPbjO84cIG2v3eLkUYeznqMpP2TuJu0l1q+9RmVY9VKSJRJ1snOlfonOm+niv8HKcGnSI6IZqYhBjC7oax9txa6harC8DCYwsZu3UsDfwaMKjGIPI75qeEewl0S5Lz1w6/PnCsA2oMyPLnzw7lC5anS8UuTN43mfeGvIeHo4c44KXBWo10sUR+Aq5ehbg49hWFoo6FuBZ3k91XdjO99LscDnUhJlIFJorciaZps4C2QKiu65UsyzyAhUBx4CLQRdf125qkFCcBzwN3gT66rh/MaL8KxZMmT03lhN0JQ9cAs4Hy5s4sPbUUZ9ckSr04jxF7XmHrxa1UKVSFk2EnSTIlcTfpLktOLiG3dljOiF1XdnEi7ARGQ+YN5XRd5+eDP9N2fltKe5Tmy2ZSyuvn7kfY+2Hsem0XG3tvTK1cyQZu9m4UdStKNe9qjKg3IkVE29a/LdeHXWdLny1MbDGRD+t/SPfK3XNFI8HRDUYTmxjLzwctIti0v+/Tp/E7JvPhl2zvQHAwd6NucbQQ9PFpi6+bL8tOLwOzGVvXYI6f0Ul+MoUACkV2+QVodc+ykcBGXdfLABstrwFaA2Usj37AtCc0RoXiX8lTt34hsSHyQ5IDhV1LcjJuMaM3jWZCswnsv76fdgva4evmS5I5idPhp1l8YjGfbv2U3X13P5Ku4UlS0EnEMR3LZWwvm5CcwAu/v8D6C+tp6NeQP7v8mW66x8nWidq+tXN8XKU8SuX4Ph8KXZdUmLUB0pw5VNqxg02RAdRfNBuufi7CohPSjp033sB9+3bcRsJFPRIOHeLgsmmYakFgiJHo8h2YeXAm84+eZ+ew4/DjIW7erEbRok/vIyoUGaHr+jZN04rfs7g90Mjy86/AFmCEZfkcXe7K9mia5q5pWmFd129k55hxC1wBiLom6X+vKWIK9cIrkgFdN2cmkCpevRcbjOnez2wKJ6u873Fent+Q8uI1L4tFwMA1fQAosVTuKmzu5Izv+rNiqpYRuqUbqSFWpnSSnWTaTU96+ndeeSpjcvOOOJlifxe7RCln/XbPt0zZN4WfXviJ6IRo8jvIBevgjYNMPyDCzlGbRj3xrMn5iPPM/Wduyutp+6dRb1a9lHFExUeRkJzqwrfn6h42B2/mRJhcUNP6jKTF3saesgXKMvX5qWx6ZVO6oCRPcvEizJsHQ4aIhXy+fFC8eGpWZMMGWL6cxsFg418Oc+9epCurmTABbf16inuU4GKgVCfti5JzXLN+dzrcLkR8cjzxAVVptLYN2h2vFOG0QvEMUChNsBECFLL8XBS4kma9q5Zl96FpWj9N04I0TQtKInc4gyryNnkzYzLpDK0/L8rLdQsSfjec/gH9sbexp0flHiw5sQQbgw1f7vySkNgQ7Ix2HLl55LE0vgu9E4qjjSOu9q5subiFd9a8w8beG/F08mTJySUM3zCcVqVbUdC5IPY29rjZu6WM471177Hq7CquD7sOwKdbPyUiLoI2ZdqgoVHRq+J9x4uMj8TdwZ3Jz0/O8c/y1NF1adscFAQHDsBnn4GzM8yYAePHS7OiatWgd2/w9weTSRxgf/lF3F+BFadXMHTdUPa+vpcUs+w6Iu71C6vExciLMGgQe0N+wC8SCkUm4dFrNIbRELxjJV1292ALRYiIuL+PkkKR29F1Xdc0Ldt3YLquzwBmALhpHum2t39eYp4ySZfSbWOzWTIn7Wq1AyCivvgo3aoi32+FgkSMOny83Jy1c348JaqtnCSQutBRbkK3WQyn+80dCECxNVJerGX1xjQPiF6taFZTJsuztZmfwU2yYOY7j7n0+gHkqYxJSmASW4Sa1Z3oWaUn79R6B3sbSecNrzOc+Z3m4+3izYmwExRzK8aw2sO4HXebyPjIHM2aHA45jPdX3sw/KkJLRxvHlOZ4AK9Ue4Xzg8+naDReq/4aq19enfJ+x/IdGdd4XMrrjxp8xNqeazkaepRSHqXu8xaZcWAGZX8oy9nwszn2GXIFBw/CSy9JG+fy5aFXL5g+Hc6J0yRvviktoqOjYdcu+OEHGDxYghJICUpANDbnIs7RZVEXOizoQP+V/VMcaYs7eHMx9Ay6nx/7ikLNa0ClSthu2kIBgzNhDibcjGFQcj1/b3j6df4KRRa5qWlaYQDLc6hl+TUgbftSH8syheKpk6cyJgeuHxCnm8Dv8fD44L73q3pXpap3Vb7Z8w1Xo6/Ss0pPWpdpzfgd45l1aBazD89mQacFGWYjsks172pMbj05pYQ30CeQI/1TMzNezl4pNuwZ0bpM63SvrbqQIzePUKVQlZTluq7z1a6vGL5hOC1LtaRk/qfYUfBRuXNHariXLIFXXhFb3sRE2LcPWrWChg0hMBDKlUsNPPz8srz7KoWq8ErVV1h4fCEl3Evw97m/6VKxC01KNMHP1pMYEhhzZwUX88Nb+5FpooYNKXjcj1BTMjf9TkPvFvyyfRmv9nwG68wV/0X+Al4BJliel6dZPkjTtAVAIBCVXX0JgJ6USSNPswmA5CsiLHebb31Ov9qICn0AKPrqdwD8zz77xorZoYG1zNiiQXmztXyvnvxcPK4cb8ZnbUfPctmwZexajOUGy2JJb7wh7QOws30ao0pHngpMLty+ABrgcBtHx4zXOXLzCP4e/hwOOczgwMF4OHrgaufKPyH/4GzrnK6HS3YxmU18uvVT+lTrQ8n8Je+zZn/U6aLDIYc5E36G16q9BsDcf+Yy7+g81p1fR5eKXZjTYc4Dq3VyJUlJsGCBBCNr1kB8PHh6wvOWnGtgIFy69OB9ZINfOvzC7Paz0TSNK1FX8M0nN421K7XG6Z9JfJ68DYMZml4AKkqA6uXsRVjBKNpcvM2w35fTZWizBxxBoXg6aJr2OyJ09dQ07SrwMRKQ/KFpWl/gEtDFsvpqpFT4HFIu/OoTH7BCkQk5EphomtYKqYk3Aj/puj7hnvftgTnA/4BwoKuu6xdz4thpCb0TCmYNNkxIKcq4lx+DfmTh8YUEvxNMQWdRMTYp0YStl7YS/E4wmqah63qmQcS16GscDztO0xJNMRqMTNw5kVVnV7HplU1cj7nOD/t+wNnWmRH1RmRpzImmRLZc3MKF2xco51mOqoWqZlrGO2rTKNwd3On3P+k6eDbiLJejLjO6/mg+bfwphkyU77mOkBCZiqlXD4xGGDFCplzeeAM6dYK6dVMzIhn8HuLj4eRJ0bjmzy8zOb/8IrISs1meTSbRw5YrB3v2wKRJsisnJ8iXT8PXF7p29SXEGMJfJ1fRoXw7Yj+MJdGUiOmXWThtbCh9DJBKqCMxN/Axh8HpdsTcSIBDh8ROWKHIJei63j2Tt+7rT2Gpxnkrg3WfKMXG7gLgvX0ylM2zZj7R40/32Q3Azm93AjB6gHy32kVlkgmy8ixmSu7Fkikx3biZbrFm8/TzFY88Ak3TjMAUoDmi7N6vadpfuq6fSLNaX+C2ruulNU3rBnwJdL1/b4/G7fjbOCTYE48Bp0yqzhr4NWBa0DQuRV3C3saerRe30qJUC5afXs7ZiLP4F/Dn/fXv42zrzCeNPsGkmxizaQw9KvegcqHKTN43mS93fkni6ESMGHG2c8Y3ny8GzYBvPl+ODTxGEdd/97m/HnOdz7d9zryj84hOiE5Z7mDjwPetvuf1515PFxztuLyD1WdXM77peBxtHdF1nbGNxzK28dhHPm9PhOBgWLZMMiM7d0LhwnDligQke/aAj086PQiI3lXT4OpV+OYbOHVK4pkLFyTwWLAAunaFW7dEA2swSJxjfe7eXQKT27dFqmI2SxuIyEh5btQIYpPO8ebq13mrzypKRtSl8/8u8s6nbXG6dAxKlgQHBwo6FST0TijObkYck24xe+u3tJk/hcprDomtvUKhUChyjJwIjWoC53RdvwBgmbNsD6QNTNoDn1h+Xgz8oGmapueU2vTaNYiI4E7SHex1R5xsEzFkYoVcv1h9ALZd2sZXu75i4fGFzG4/G4C9V/dS2qM04XHhJJoS0TSNs7fO8vXur6nmXY3KhSozst5IWpRqkdI8b2CNgQysMTBl/w8KSv488SdbLm4h5E4IK8+sJNmcTI/KPehcvjOVC1XmTPgZvtr1Ff1W9mPLpS1MaDoB33y+xCTEMGLDCAq7FGZw4GA+2/YZ84/O59SgUw/V7O6JkJws0YGmwUcfwTiLkLdqVfjkE+jYMTUbUqwYIH311q+HjRth61Z47TV4913Z1Y8/SpBRtaoEI5UrQ4MGsnnjxhATk/lQWreWhxVdl2DF1RWik8oDUK/9SZxmFmD8qhp8s85Mn6SVTLkRjcHbAS9nL27H3yYpFmwdEjhTbyIr9xip3L497N4t1UEKheKhcQyW7t6lfxP/k07NJJMx1ms/APba49U9xQIDHwAAIABJREFUWJsLNvo/yeBs/kAcre0j8l55tOGueLiYw+WcG1zk+8scHSsrlLBooo+deuJjs5ITgUlG9fCBma2j63qypmlRQAHg1iMfXdcx12tA9ysfwhjQYwuTnKzJ1SyDlFRRt6KUyl+KrZe2Mrv9bBYeX8jeq3txtHHk4I2D9Krai1ntZqVU0JQvWJ7IkZEp0yTuDu40KdEk28P8++zfdF7UGVc7V7xdvOlWqRtjGoxJJ1Yt7l6cpiWa8vn2zxm7dSx/HP+DJiWasOvKLmITY/nphZ9wsnVizbk1FHUrmvuCkvBw0YmsWiXPGzbAc8+JcNXdXRoTlbrfiC05GTp0kKAkMVGmW+rVS13Vz0+CFkMOzVRpmjQZBihgW4BCzoUoWe0EP3/0FmcuafzfuCSCz3fH4CmVT8f2yZTfzcr+VAqOwLT3PB8MOyE6mK5dYfFicHj6DrcKhUKRF3j6k0lp0DStH2KPTDHLXXQWNqIDS9mgFYW/75B4pSY2OvxWYDAvfN8ct1devG+Thn4NCb0bSn6H/HQq34llp5dR1bsqB0MOWseBUUsVkTrZZt+NMCo+iu5/dqehX0M6VehE72XSp2fv63txtM1EmQsYDUY+avgRvav25rs937H01FI6le9E/4D+1PKpReidUA7cOMBnjT/L9pgeG+fPSxXN7t0yX+LlJUGI9WJdp06KX0hUlGRDNm4Urcj06RI/urnBoEHwwgsiMbFNc4OkaRlKTXKM8gXLc+LWCXBwwN/hEj/VWoH+60AwGoiPhzV/FoTnoXPcZxTRwjh5uTK09IWpU6F/f3j7bZj5ZOfGFYq8hOm0lP+Xel+eD1uWt1ov/bs2V1ye0WY5zscFJdFf9lspUPr0d5HtFFsT+0SO/yQwO8mXq7GwVIXqV+WzGr3EusJkb3HjtWjsTNHR9+7isZMT96BZqYdPWUfTNBsgHyKCTYeu6zN0XQ/QdT2gYDbsNY+ZKxCfnJ9Ne/+k1HVPMBjoGT2VneHlAAjffYbopRtT1u/3v37U9qmNpmm8VOElQmJDKOxSmEM3DqXzGnkUfv3nV/4+9zcjN47Ef7I/cUlx/PHSHw8MStJS3L0437X6jktDLvFLh19SLPPXnV8HQKvS97bEeELExUlGZOBA8QwB0YuYTDBqFOzdCzduwOzZUKFCymazZ0uBjYeHxCwzZ4oG1jqZN38+fP216D5sn3C1WgXPCpwMOyk+Nps2wdtvo33zNSCx1Z9z5B94b5I7e2LKc+HGbXrNH8ymFmVE6DJ69JMdsEKhUORhciIw2Q+U0TSthKZpdkA3pEY+LdZaeoDOwKYc05cAvfrYoGOg2OCOlKpdiIAaBnbuhKaDRD/wzTsX8epYl45F9rBwciiV8gfyYf0PAWjj34YmJZpQ2qM0MYkxnI84/8jj0XWdH4N+pEaRGmzrs402/m2Y8+IcynmWe+R9rzm3hoJOBale+AlXhMyeDW3bQoEC8jxnjohXQeZedu+GsWNJfq4mu/ca+PxzaNZMMiQAYWGSGRk1CjZvFo3H8uWPNxOSVcY0HMP5wedFbNyxIzRtSsy3E3hx4YscuXkEHw8Jkvu7fsENcyESY53568ICaQ/QtavMNem6BGu7dj3lT6NQPPsE/16V4N+rUtszmNqewU/8+N1cb9PN9TYn+03lZL+phNRyIaSWy79v+AxgiE/CEJ8EEZEQEYnm6oLm6gK2NmBrg25rRLc1go83+HhjcHbG8IR1dI8cmOi6ngwMAtYCJ4E/dF0/rmnaWE3T2llW+xkooGnaOWAoqR0uc4Qulsr8+Z7vsPOIK1evadSpA3YWCUan7xvxZu2j7Anxo9tgL7zcE+jbOZLERHCxc2Fj7430qNwDkB46j8q2S9s4eeskAwIGUN+vPiu6r6Bj+Yyb7mWXnlV6Mr7p+MdbGpycLJUzk9NY2//5p9Tovv46rF0repIvv0x5+9AhmYbx8JBZm9GjZZVrltzZ8OGyy7FjJStib//4hp9dvF28U3sK5csHy5axeOoglp1aRnxyfErjxAqN4hnCd2Cy49DLNxhUc1DqTkJDYd06+XCTJqFaECsUCsXDoT3p5nVZJSAgQA8KCsrSurouhR2RkSKSrFZNLpT3Yrp0lR1Dl/Dbchec/YvyzfGWKXfsN2NvUuy7YgwJHMKXzb+8f+Ns0G1xN9aeX8u1odcy1afous6hkEPsvLyTE2EniEyIxC+fH/WK1aOtf9v7x242YdAMj6WnDyDlvMuXp5bExMTInEpIiEQbsbHg7IyOxvnzstrGjdCzJ7RrJ14inTpB06byaNRIfNKeBZJMSXyx/QsCfQJTpshazWvF6fDTXBh8AbNuxu4zOz50bEmt4RptWcXu3alWLMWLW3Z0+7ackNWrpXzo22+lZEiRZTRNO6DresYdKhVPHTfNQw/U7rNFyXGMnnKjENGqDADfj5ObpJr2T8eV9HySaEx6jXgPANeLz25bCkO85abJcu3XEuW1FicVSMle+QAw3pZeOaazFx7LODb8P3v3HR5VlT5w/HtmJr33ShICRELv3UUEBUEUxYJiAcWCDVfWgq5t1bX+RF3bInbXio0iojQBld5BWiiBNBLSe2bm/P44MwmBhCQkMxPgfJ5nnsncuffOmSiZM+99z/vKOfX+W29Vya+nSwjVYHa47d9LfZ8FxvhYhn57H0NzctSHrVBXIwJDy0h8I5Egz6DqBNjTlVWcxXd/fcfdfe+uNSkxW828/PvLeLl5cf+A+8krz6Pfe/2wSAuBnoEEewXz7c5viQ9QJdYLygsoqSoh2i+a/PJ8Hln8CIUVhXx6xactU901PV0tgxk5UnWk+/VXtTa3fXu4/nr1y7zoIrWaBig3+TL1FjUZsV/BiY5Wh4NavrtnT/OH5Qomg4nX17zOtcXXMqr9KLJLslm8fzHTB05n1oZZhPmEEeIVQnZlHlG27qqvvZ/Bt+ZJhLx3D79/MFatIAoKgvnzVXRp+nTVUDAlpSZ0p2mapjXorJiYgGqjMnasquHVYOdX21f5/K2p9O/vy/ibfBly/hDWHFnDxoyNp6z82pA31ryB2Wpmat+pSCn5fNvnDE0Yyu3zbmfhvoXc2ftOAIK9gpl33Ty6R3YnyjcKIQQWW38JgK92fMUd8++gXVA7DuQfwCqtPDDggdOflJSWqsnH8uVqGe/27Wr7hx/CpEnqetioURAXR04OrFwJS/6pSnS8+KJKAt22Dfr1g0ceUfOWpKTWkSPSXEKImpU5wJydc7BIC9d3vZ5JP07CIAyE+YSRfeQAUag3vHtjKEk35pG6s5zBg1XObKdOqF/IVVepPJx9+/SkRNNOgyVHrY0I+Ezd/+NGdb1+RdfvXTKedm4qvyRjhIou+M12yTBahNWz9se+sUp97lhC/WttF+W26rf2P/JOvLpy1kxMAB59VE1MLrmk4X0BArN2c33FNv5v1gNMOG8sBRVqxUtqQSrxgY1vDmdXWFHIW+ve4srkK0kKSWJr1lZu+P4GAIzCyH8v/W91OXk4uVHf8ZOOEYkjeH748/x55E+u63IdF7e7mCFxQxo/mGPH1OwiKEjN2goLVbEQT0+VBPLiizByJLkxXQkGCAxkxouB/O9/tXNax4+vOWUjr6ydkTqFduLH3WpJYlZJFr2ietEtohtTek7hnoX30DuqN0fbhBDOLgxCMnaMG/+6fy07L665dLV4MXSz91f09IQuXSA1VSUKz5ihCs5pmqZpp3RWTUz69m3ipO6ii3jx9b1su28R3z47GqbdC8DK1JWNmphUWap4YdULLD6wmLdGv8WCPQsoqChgZLuRrEpdxZC4Iay7bR2fbvmUyzte3qTCbIlBiTwypIk5wvYckeXLVXgD1CqToUMhMpKsBetZU9aNDVvd2LgSNrym8nIKC9WKGV9flTPRu7da2tuv37nzhb9TWCdmb5rN1zu+5qkLnuLxvz2OEILru17PvQvvpcxcRrFbJUashPqWkZWlLtMlJ0sWL6ti1EXu/PHHcRMTu7Vr4fHHVeLTpSfnDmma1rC8JVEAWLqocg5GF/UFe/OCzwB4/QPVUUVYW2eOZlNYvdUfeWmq/Tu12HNNbGW1LfkFThvTWTUxOR3Ge6byxfLbGfDdgxzM6Yopch+PLX2My8+7HD8PP/LK8vB198XNqJKuHl/6OItSFtE1vCsbMjawJWsLvu6+9J/dHw+jB8MShvHMimfw8/Bj651b6RPdhz7RDsjly8tT625TU1W3OoB//xu2b6es/wXsuftedoWdz7ay9kzPU4GTWRt688QTqoJqx45qOW+vXqrBr30p77lq7HljWZSyCH8PFc60R6+CvIKI8Y/BYrWQXZYDQuAlylm0yJuCsiJ6zOrGXX3uYseOB+09/ygvP64Q7OWXqzovr70GY8acHde+NE3THOgMaUfrQEIQ/NGrvBH7EsNWTeGN4R9wuOAwjy19jE+3fEqbmW0Y9vEwSipL+GHXDzy78llKq0qZt2cex8qO8cO1P7Dnnj30iupFXnkelZZKMooz+OCyD1omSfV4GzaoSwL9+mEJCefQ+L+z+MmVZKWra4SLp82jbVgxPssX0OOt25jwVEdeeMXELlvLgxtuUEt2Cwthxw51heH++8GrcTXfzmrtg9vz8w0/11m4rntEd7xMXuRW5GMWEndLGRkZQKUflyVdRqewTtWTkrVrVSn9uXNt0Ts3N9U9eckS+OILp74nTTtbRP5ZRuSfZZTJSspkA51/HWiMdzljvMs5PMKHwyPOjh5Z0mQ4KVoC1NQzEQZ1c6JzPmICgJ8fo1Y8xqiICPD2ZnnaQv6zVi1Pi/GL4c8jf3LpF5eyJXMLiYGJDI0fynkh51FQUcBb695i7HljWXrTUh5Z/Aivrn6VmSNn0j/2xHZBTWSxqDXPixfD1KkQEMCRr//gxZdj2eD7PpuNHSkzu0EhfLpUTToiu4UzYCBMvkVFRDp2VAmq9m/vbdvqZrinY/7183l73dvc/dPd5HRtR4+j+zH4xxAQAK9f8nqtfWNiVHTq8stVaf1//xv+ds89qkLsrbeqVU/9+rnonWiaprV+emJiZ/vEzjlYxDdLN2AMc8dglKQVpSEQLD+4HE+TJ3n5eczeNJtKi5q1X5BwAcdKj+Hn4cerq1/lms7XMK3/tNMbQ04OfPMNlsXL2LX4CL8XdmEVQxiWc4TJrwTgdutNfPS2P717Ce7oCZ07q8+57t3V4V266C/ljmIvspadGEFYRhbZ2TXPFVUUkVOaQ9ugtsTEwMaNMHs2PP88XHghbNtmJHnePJVr0rmzi96Bk5SXqxVfu3apgnx9+6qka01rhpIYVZHxs0LV2fNKP1WbINzomqjFLdcsAuDXX9WCBNFK64G1BBkToX4osPXMOW71qKPoickJfHdtYPiC8Swc8SuepdHc3fVOTD2WMyihN0FeQfyV/Re39b6NnNIcrNJKtF80AGmFaUwfOJ0nhz7ZuKXGOTmwZQvHlm0lL6k/7W8ahMzIZNhdyawVkyiT6vpKeKiFLuHqklBEUgD5+Xpxh7OtOLSCp397GoBsazGeRdnklqk6dEOHQv/Z/UkMSmT+9fMBlTB8111qRVP79mopcfLdofDOO+qE+fkwebK6xNO/f+vLO7FY1NKsgwchK0tVte3WTb1Zq1W9IYtF5Tmlp6sCNpdfrpbD2ScjoP5HnT5dT0w0TWsSPTE5geeoC/jpl2h+nmjl6fWjee2LgbiJoUzdYyQxwUBwWm9WLjMQERVJZKTKIxACYvxjeOXiVwCorFQ9YgoLJAWH8rGUVdL30gioqmJm949YcyCcw+Wh7KMLRxnO+XEHWXETiM6dSLq2iJ6RnvTsBQMHQvv2xlqfW3pS4nxWaWVH9g4AjqbtIaRMrafeu1d9Vj8//HlCvU8ucxsRoT63/fxOeGLnTli1Sq1t79YNJkxQNWS6d1eZyY62dSuUlEBFheoZcOgQJCaqcVRVqVbP5eW1j3nwQfVmi4pU4b3jhYSoCnugrh9+9x0kJ6tznivLujSH8vtyNQDff6kily9+qHLBDox83yXjeTBY9VT7OvliAIJ3lrhkHLXYVwgZmvlF54SVRqKyyrbd8ZESOz0xqUtSEqPWPcOoTZtY+8L/8cvWSNq2mwjA6+NX8EHWmOpdDVgI8y4hs0RlP16VuIFvD/S2PSuAIBK8szhQAri5seJYJ7a5tScupoIx7S10HlRCr/MTbCczMOvLAKe9Ta1x2gbWJOZkX/I32q1Xf5QGDlTbLu94eb3H2icllZXHfUYPGqQqwn7+OXzwgSrA8+ijKjIRFqbyirKy1JKpDh3Ukqm6VFSo6Etenopk2Ls5v/WWym7OzKy59eoFc+ao58eOVau5jnf99Wpi4uYGTzwB4eGq1n5kpBqTvYmXtzesWKEmUEFB6vng4JrzeHnBFVc08BvVNE2rn56YnErPnvT7qifHpyo+MaOKiWtmk5UpyTpmIqfADfcwf0D1K7w6YiU9jdvwDzISEGIiINqHkJ5xgLpO933WYKe/Da15YvxjMGDAipXsMB86oxJMjs8zKa4s5rElj3FJh0tOWtlz2201QZLq6Je/P9x5p7plZqoP+zD1bZD33oOvv645QWCgSiBauVI9vvpqWLAAyspq9unWDbZsUT//73+we7eaNERGqolQn+OWrH/wgWoy6O6uljLHxakJh92MGfX/Mtzc4Pzz63yqpKRm/vLLL2o1e//++kqO1nKErfvnzCFfuXgkSvlYW22Pna3go7S5kZJ6zmMJVv+ojba/T5bj//A5SCv4bZ5Z4qeN41Sl1679836njUVzDpPBRHxgPOlF6WSVZRNGPgCvvKIqvgK4G935Zf8vRPpGnjQx6d1bJcPOnatSMU4SGVnTIhvUxOKf/1TLww8dUvlIx1/PGzZMRTMCA9UtKEhNMOxWrjz1Nb/htZuwWa2QmwMZGSonxstLzZM++UQFbnJyVIDEx0d1MIiJUUGdjz9Wz2VlqWHm5qrOB15e8PPP8Oab8MADemKiaVrT6ImJpjXC8LbDmb9nPgfzUwmzNfJLS6t53t3ozqY7NuFp8jzp2FtvhTfeUMGRPn3UB/spmUwqZ8Oet3Giu+469fEnTEqyslRayZYtKtgSH68iGvfdp1JGjh5VARRQdVj69lV5rwsWqDlTaKjKpSourjn11q0qAhQWpuZE/fur81psl6GffRZeflnnRGktyxikmoqO8yl28UiUxzsvAGC2ULPvs3l1DsG2NIOcHHXvwPeqJyaa1gjvXfYeE+ZMYH3qakJQjcVOjATYJyUnNoF0c1NXZgYMUMGOBQtU6khLq6xUuas+PupKzn33qclIVlbNPvHx6hYYqHJtfX1Vkq79qk9iotrvppvUrT4PPKBu9Tn+ypCmaVpT6ImJpjVSu6B2zNk5BzwEQaKU7OyTP32v+eYavN28+WjcR7W2d+miohQTJtQsvCkuVpOI01ktXFWlcji2bVOTj61bVR7Lc8+pBTS+vioH5pJLVPpJ9+7q3tZYm3794KvWcZle0xot74LWVSHyGl+VY/L0MJWHEbu0dURyWpKh1FZp91geAKZIlS9pzsh02GvqiYmmNcKvKb/yzvp3sEgLqWE++B0r5ptvvLnzTjXpsOsU1qnOyzlQsxjHTbVdYtw4VYusb1+VMtKmjVplO3asen7JElVOJCur5tanD/z97yqKOmaMugQTFaUmHqNGqWqzQHWhN03TtDONnphoWiP4uPuQV66+MaR4lBAsc9lfHk5pae39nrrgqVOexz4pkVJFT1auVJ0HVq1SK39HjqyZmEyerCYmoC6NRERAbKx67O6ujklMrFnMo2lnu4wRZlcPoU4XjV8LwF9LO7l4JKevOjJif1ykVv1JowrxCl8VFbJkZOFoemKiaY2QEJhQ/XNKrwQSCnKoiqi77Y2UktKqUnzc6y+XLQRMmaJudkVF6hKN3bx5qg5KRETNMtzj9W9mOyZN07TWSE9MNK0RIn0jcTe4Y5EWUkIMRJPGb+l179v57c4MajOI2ZfNbtJrnFgh1t4DqTVZvVol8WqaM5ji2wCQO0gtZbuq1xpXDqdeT0eoGkPjvbpVbzOWtc7ojp2wqFU1okotpROHVSTEkqciw1Z78puts7DBS12iNoaGAGBOq+cPYAtwbi9jTTtDGYSBzuGd8TB5kGLIJ6ZkL3l5MK2Ofo23976d0R1GO3+QDpaZCX/7m7r0BKrw7KlUWapOvYOmaVoddMRE0xrp5u4389a6t0gxHWRcuSpLb7WevN/9A87eInsPPQQrc77n1VfzWf/hdaz53RN//5P3++PwH0z8biJzJ8yla0Q99Vg0rQElXSIBuP6fCwG4NWCv7ZnW1YMpwKCaruae51G9LWxz646YSFtAxFBmyy2JDleP26hVNyIrFwBL1lEArCUlte4dSUdMNK2Rpg2YxpgOY9gfLIiWqtfM+PF173us9BjZJY4v3ewsu3J2YfFO49lnYUXe//is6BZSrohi5FdDmPTDJJbsX1K975HCI1z51ZUYhZEY/4aqyWmaptWmJyaa1gTxAfGUUImn7yGgdvVXu7KqMiJeieCNNW84eXSO88CiB7jg/ZGUlcE3V3/DkpuWcFOf8Xi4mZi3Zx6vr3kdgKMlRxkwewAlVSXMvW4uwV7BDZxZcwYhxN+FEDuEENuFEF8IITyFEG2FEGuEEPuEEF8JIVpXGALwWLAOjwXrWHh5LxZe3gtvgzvehlY3zGp5Pc3Vt9ZKmK0IsxVDhRlDhRlMRjAZEYUliMIS5O4DyN0Hqvc3BgZgDHRuc1k9MdG0Jnh7/dsAlAepxK/p00++nOPl5sW7l77L+E71hFPOMFZp5Y/UP9m3dDCzZsHCfQv5Zsc3vDbqNeZeuZw2yxbT6dgMpJT4ufvRPbI7s8fOxnCsEw8+eHIjY825hBAxwH1AHyllF8AITABeBGZKKdsDecCtrhulptXQExNNa4J+MWp9cGpIGV5uVfj51Z0EOqXXFHpE9nDy6BxjZ/ZOCirzuX5Ue0aPhn25+/hx9494mbzw9ITShK95NXcYFZYKvNy8iPaN5tmVz1JpNlNY6OrRazYmwEsIYQK8gQzgQmCO7fmPgVbbbvHgdVEcvC6KPEspeZbShg9wkcv7bKq+tRirVLdmPi8qLIgKC4ayKgxlVapmwXFlp625eVhz85AVFciKCixZR9UtvwBLfkHLvZ9G0BMTTWuCMUljAPg9DuIDC+jeXXXTPVGFuYI/D/9Jblmuk0fY8lYdWgVAqvdcOnSA+/rfR/r0dIwGI+7u8OvzU/nq6i/wNHmSmwsD2wzkuQufo1sXE//9L8TFufgNnOOklGnAK0AqakJSAGwA8qWU9msOR4A6E4KEELcLIdYLIdZX0cBSLE1rAXpVjqY1wfC2wwHYFGsk3C2P7OzQOvfbfnQ7gz4YxFdXfcU1na9x5hBb3B9H/iDII5TpSe8i5cm9feID44gPjGP5clW5dv/+W6ioUKX2Fy6s6c+juYYQIgi4HGgL5APfAKMae7yUchYwC8BfBLukfW7Cd6px5sZJqtjPcC+LK4bRoNei1lf/PCihDwB+B5sZ4TE00EyrgeeF7b+YvV6JtP0DFhmqS7A1N19tr6o8+WAX0RETTWuCcJ9wvN28OeRvxavoKKtXq27BJ+oa0ZXvr/2+eiJzJntm2DMMz5nDjaM6n7LhYM+eqpx+eTmUlsL69apxoeZyI4ADUspsKWUV8B0wGAi0XdoBiAXqSOXWNOfTERNNa6KBsQPZvn0pEZVHEAICA0/ex93ozriOrfaSfaOlFqQyY8kMbr3mX0wadup9AwJgzpyax0VFdZfS15wuFRgghPAGyoDhwHpgGXAV8CVwM/Cjy0bYgIrXVd+W1hopqcvR3moW73ewhU5ozyNpKIJyAlFmK3RoVMcZcosAMNvqk7RGOmKiaU00MHYg2d4Qa0qlqgoGDqx7v7TCND7d8ikW65nzx/RE3/71LXN3zyUh0cyYMU071tf35Ms+mvNJKdegklw3AttQf/dnAQ8DDwgh9gEhwPsuG6SmHUdHTDStiWL8YrAKybGolVj3PUhubt15FEsOLOHmH26mV1QvOod3dv5AW8DhgsOYLWZ2/p5I+PkQrMuSnJGklE8CT56weT9QRxvK1qNqRG8A7o//AoCrUkYAMCP2JwB6e7TemiYTLlJJ4+u+7dkyJ2xipMROetlampttdQ3s3YI9VJVa2VBvCRfQERNNa6I2Aaqx2Kaeakng1Kl17zemwxi2T91Ocliys4bW4rZmbSXBuxvjx7mzebOrR6Np2rlAR0w0rYnaBrUF4HCkWilQ33LYEO8QQrxDnDWsFvfZ1s9YcWgFY9uP46M/ofOZGfTRzmBeO1Q+7ls3XqU2rN4KwHMr1HXF79r/6pJxNcaz4dsASBo3BIC2PzSzx8xp5pjYe+IIW46JtEeZLK33ErOOmGhaE7XxVxGTrMAyMFYweHD9+27M2MhzK55z0shaXpW1it6xPRgwAPz8XD0aTdPOBTpiomlN5Ofhh4/JmxJKIXIz2dn9693399Tfeeq3p5jSawoRvhFOHGXzdQrrBIAxtzMLF8Ill7h4QNo5x5yRqX6w3w/oBsBrCW/b9vB1/qCaaN0NrwIweoPqOu57uOz0TnSaOSbVx51QHVaeqlqsi+mIiaadhrgA2/WbmLVMm3Zyvxy7ST0mUfBIwRk3KSmpLKF7RHcKHylk/ZcjmTbN1SPSNO1coSMmmnYa2oW0R+7exaENt5DcXfXLqas0vZ/HmXn949U/X+WNtW9wcNpB3njVkyJV+oD8fNi5E/r1A5P+66E5yeHHBwEw+dpFAMSZWn+kxC7AoP4wTHjqZwC+e+AiANwLGllp9TRzS04k7cfb7k1togEwHzrcrPM6go6YaNppaOPfhqN+RqI8iujYse5Jid3c3XO5e8HdzhtcCxjUZhDdwrvx/qb3iYqCpCQ1+eoVXfB+AAAgAElEQVTWDQYPVhVeza23s7umaWcwPTHRtNMQFxBHroeFwkvuIKV83Sk/pHfn7GZRyiJKKpuZle8EWzK3IKVkeOJwUgtTWZm6ku+/h5UrVYn5w4dh2DD4+Wd47DFXj1Y7V0SvLCd6ZTlTA3cwNXCHq4dzWu4NOsS9QYfo+twWuj63BYuXCYtXI8KOBtHsaMnx57EEeKlbsD+WYH9MkRGYIiMQJhPCZAKDUd1cSE9MNO002HNMcpJ/Yk3Jl7z3Xv37PjDwAfbdtw8f99Zdn31d2jp6zerFfzf8l3JzOfvz9pMcmsxDD8E778DcuWAwwNdfq9otL72kftY0TWtJ+iqxpp0G+5Lh0Iw4jnWeQ9eurwB1f6sxuvjbx6lM/nEy+/P2s/SmpfSJ7sNrI1/jhm43sPfYXqzSSnJoMr/9pkrLDxgAY8aoKrevvQZbt8LNN0NUFJx//snn3rsXhg6F99/XK3q05jH+pooZXrjlRgDe7PQ5AJPfU1nZkWtU9dKsvqqa6cArtgDQ29ao5v/mXgbA3pveAeBAVTEAl66/AwDrlgAAKtqVA+Dpo/I/yo6pa7SiUn2Hj59v69Bri2DYO/eWB6l/4+UhNd/1y23VoCvbqVU4YSEqUev+dksAmDexOwBJsxv/e2hJ0kONWQaoPDiDLexrOZbrmgEdR0dMNO002CMmkdnBSP9U3BLWnXL/N9e+yRVfXeGMoTXJtP7TCPIMwmgwIoTg3v734uvuy185fwHQMbQj0dGqQV9qKvTtq45zd4cffoD4eLj0UnVp50Q7d0JGhi5jr2la0+iIiaadhmi/aAwIQkoFWNz4ZP0c+sfW33bEYrVQZamiylKFm9HNiSM92ebMzSzcu5AZ58+gR2QPfpjww0n7FFYUEuQZRIfg83jnnZpeQElJNfuEhsLixWpiMnYs/PKLyj+x22FLBejUyYFvRjsnCJP6N5NXoC6HPnqLinTE5eUDYPVUH2Uxy1Un3dTl7QA4Uh4PQLu/NgJw0fxJ6nwWFeqIlfZaHsUnvKL9O3vj+si4q2Hgf+BUe3kD8CFjAQjsoyqw5ndQ7y1wr2ty0CxBalxGe82DnGMuGcfxdMRE006Dm9GNKEMAFp9c2HoDX30cCNRf5XnagGnMv36+yyclAB9t/oi31799ymTcKb2mcOyhY1DlzV13wfz5anu7drX3i42F5cuhbVsYMQI+/hh++w1iYlRybEKCrhiraVrT6IiJpp2mOK9IigKy4ZMPmPKw+kC+9lr1Qd2xY93HSCkRogUy7Jth5siZPDT4oXqTcTOLMwnxCsHN6Ia3t7oc89ln6rnYoBLAB9LTVSGT8HACA9WqnYkTYfJkcHODSluJBvulH01rDlml/odqf8su9di+DK5TewCMBSqPw+rpbntsm3SXqu1mWwddt6Mqz8MS7PpE9PD1J0ZpnMOUkQeALFa/IxkVDoAoaj2rBnXERNNOU3xYe7KD1B+XwYMlO8UcBo4+QFk9Faf/8cs/OP/DOrJEnSS9KJ3UglRAXYqqi1VaufKrKxn1v1FIKTEYIDIScnPBJMyEXzkESkvVjGPsWLCFwiMi1Kqd++9XK3ZSUlTE5KmnnPXuNE07W+iIiaadpo5RXfnqwHwwlTF/WRGzvCYxsOeF9Ow5t+79Q1UYxVVRkzfXvsnLf7xM8YxiPEwede7zzrp3+PPIn3wy7hOEEGRlwVdfwZ49EBVSieGlF8DbGz7/HBIT1XIdG29vePXVmnM9+6yj35F2rrGWl9d6LPYcVD/Exaj7bbsBMNdTWMjqf4pKiGc5UWW7zmxQ8Yjq1Te2+3q6ariEnpho2mlKju6uWoqH7mbWzB7EXP8wf7o/wcG8QyQExZ+0/5ReU5w/yOPc0O0GukV0q3dSkpKbwsOLH+bidhdzQ7cb1LYUmDZNXZpKSPaGkSPVzkOH1hy4bp2+ZqNpWovRl3I07TQl27rveoRt4m9/gw8eHAfAFQ8sr/cYKSXZJdnOGN5JOoV1YkKXCbW2ZRRlUGWpwmw1c+P3N+JmdGP22NnVEZ3+/eHgQdi3TzIk6aiqS3+8559XjXNWrnTSu9C0Gtbycqzl5Vj2pGDZk4I0m5FmM8LNHeHmjrFDIsYOiZhiojHFRCNNBqTp3PrYM5RWYiitRG7cidy4E/OBQ5gPHHL1sE6pWf+FhBDBQohfhRB7bfdBdezTQwjxpxBihxBiqxDi2ua8pqa1FkkhSRgk+ERtISQEhnfrjI8IweO85fUec/MPNzPkwyHOG6RNQXkBS/YvobiyJuFuXdo64l6L4+nfnuZoyVGKK4t5e/TbtAloU72P0QiZmWA2C/q/fxvs31/7xPffDz/+WGeFtb///HfeXvf2Sds1TdNOpblTx0eAJVLKDsAS2+MTlQI3SSk7A6OA14QQgc18XU1zOQ+TB4nlXhhCdrBoEXTtYmBUxwvwjqr/28iELhP4x8B/YJXOvaK7KnUVIz4dwaYMVUGzwlzBpB8nYbaauabzNUT7RbPh9g1c1/W6Wsdt3QozZ6qfz5s5lX1+Vby++nUKKwrVRi8vuExV1SQzE6pUHYkdR3fw+prXOZh/0BlvTzvH2SMkptgYTLExGOLVzRLiiyXEF3ObUMxtQl09TJeQbkakm7E6amT091e3oCCMQSfFElqF5k5MLgc+tv38MTDuxB2klHuklHttP6cDR4GwZr6uprUKyYUeVAbtwmiU3HQTfHblZ/x6w1Ks9cw7RncYzW29b8MgnBtOPj/+fH698Vd6RfUC4F+//Yud2TtZcP0CukV0A6izxsoff6jkV4NR8sf5R+n56WDuX3Q/5715Hh9t/oiMogyklJCWpiqpvfQSAP9c9k/8PPx4ePDDznuTmqadFZr71zFCSplh+zkTiDjVzkKIfoA7kNLM19W0ViFZhFEckgHCzCOPwM/zPfHwgF276j+msKKQFYdWOG+QgL+HPyMSR+Dj7sOWzC28+PuLTOoxidEdRp/yuNtug1tvBe+Bs7l1/s30iurFvOvmERcQx+QfJxP9ajRhL4fxVtoPyOnTYfx41qat5YddP/CPHncRIj2d9A61c5E9UlLdOTcsUN1C/bCE6sp+UBMxMceGYI4NgYhQiAjFWlyCtbj11C45XoOrcoQQi4HIOp6q1fRcSimFsLc0qvM8UcCnwM1S1h3HFkLcDtwOEBcX19DQNM3lkiO6YJV7KXI7wNVXJ+HjA90evZNXd3oxu9PMOo955rdneH3N6xx76Bh+Hs754/nJlk8YEDuApBBVU/6idhfxfxf/X4PHGY1QXg5ELSK61MTSm5ZiNBgZ3WE0Kw6tYFvWNubumcs9C+9hUdJY+mZZ+WbR/wizenH///bD+HAoKqpeoqhpmtaQBv9aSClHSCm71HH7EciyTTjsE4+jdZ1DCOEPLAAek1KuPsVrzZJS9pFS9gkL01d7tNYvOcjWPCb0L+bMUSXZ2yQd45fD36pLHHW4vfft/Hrjr3i5OaemQn55Pjf/cDPf/fUdAN0ju7Nw4kKCvRrurvfzz7B5M1gjD5McllzdKdkgDFyQcAH39r+XX274hddGvsailEU8sfwJcspz+c8CK37hsfDyy3pSojmMwddH3RLaYEho0/ABrZCwyOrePc5gDfDGGuCNwcsTg5cnxpBgjCGtq9Nmc+uYzAVuBl6w3f944g5CCHfge+ATKeWcZr6eprUqHX3jIRcI+wt2Xw5AZPkwDhfO4VDBIRICE046pkNIBzqEdHDaGAM8Ajgw7QBWaeXBXx7k4SEPE+rduETAefNUcTU5bi8dOta9oE4IwbQB07il5y2YDCY14bqvTCXGapqmNVFzv8q8AFwkhNgLjLA9RgjRRwgx27bPNcDfgElCiM22W49mvq6mtQoBCR0JK3SD0L+qt33+RjIAB/LqbzVaVFHEjMUz2Jy52WFjqzBX8Nrq10gtSCUhMIEtmVt45c9X2JK5pdHnePNN6NQlDbNbHkn+Cafc18/DryYKpCclmhPY8ySkmwnpZgKjUDetXvZaLiIoABEUoHpemVpXrdVmjUZKeQwYXsf29cAU28+fAZ8153U0rdWKjOS8HEF2aE22a892MawEjhQeqfcwi7Qwe9NsQr1D6RHpmHn6qtRVPLPiGSxWC9MHTa8eT9eIro0+hxCQV7UdgA4+Ou9L0zTHa13TJE0700RG0vNoFat6bQdjBaGUkIA3bm0vJNCz/nI9gZ6B7L137yn3aa7hicNJvT+1uotwelE6bga3Rl/GAZg9G3J8MwFIiu8FS5fChg2qNH23bg4Zt6Y1lr3rsNyuvhgYutj6Ufm6u2xMTSVdFOGxhPoDYMzKV/cRqsuwJavOVFGn0llpmtYcgYGMPAC4l0L8Ctr6ZJN1yJ2PL1zCpUljT32obVLyzY5veGr5U1SYK065f1NszNiIlLJ6UgKQXpxOlF9Uk2qofPEFlPnsRUgjbbcdgREj4KGHYOBAWL++xcaraZpmpycmmtYcQjCsIBh3s5EJT84neth5bMsMp00byMlp3Cn+OPwHc3fPrbPA2elYn76e3rN68+HmD2ttzyzOJNovulHnsFpVG5z77gMZvIfAqljcHviH6ii8dSv4+8MFF6jMWE1zMVNUJKaoyOqaHa2KVda+uZptHIaUIxhSjoCbSd3MZnVrBfTERNOayTvxPC7K9WXtjllEGjIoK4MhL97OuB+HNnwwMHPUTFbdsqrZ1WDtEZduEd14Z8w7XN3p6lrPL5y4kEU3LGrUuVauhPfeg/POA4L3Ep7lB9u2wbXXQteuqiSsuzvceGOr+WOmadrZQU9MNK25oqIYk2Jkv3c57iufJT8fkpIgJX93o0/h7eZNZnEmV319FduPbm/0cTmlKixzKP8Q3d7txp5je3A3unNnnztPKt5mEAb8PfwbPOeqVdCzp8ov8fKSELKXqPA+YLFAB9sy57Zt4d13Ye1a6NULUlMbPWbN+YQQgUKIOUKIXUKIv4QQAxvThPVMIcvK1G3TDuSmHYgqC6LK4vyBnBgdscrqqrTVNxcTUt0s+QVY8guquw1bjuViOZbr6uEBemKiac1XWsqY1eofdGbSOgCMJbEcLTlKpaWy0acxCiNr09Y2emKyPn09cTPjmL9nPkIIvN28Kamsu8R0aVUpt829jVWpq055zuJiGD4c/vUvuPBCyCzJAPcSYq22S0Dt29fsfM01aj3x3r1wySXq4ONJSb1NgzRnex34WUrZEegO/EXjmrBqmtPpiYmmNVfHjsQVQLdM2N1BtYH67J0YJJKMoowGDq4R5hPG3nv3MqHLBADKqsrq3VdKSXxAPJN7TGZI3BDiAuLYcPsGekb1rHP/tMI0Zm+afcraKqCKtC5cqHJLAHZmqRyShEzbDpEndKe4+26YP181B7rjDjUZsduzR+WizJ9/ytfUHEsIEYCqJfU+gJSyUkqZTyOasJ4p7N/+7b1znJZr0lB0xBERkmbmrBhKKzGUNv4LkyvoiYmmNVdXVRdk9F7YEZ8LpjIuGRQLnLqWSV08TB4ArDi0goAXAqqb/ZVUlpBXllf9XN/3+lJYUchbY96qXt1zqhyV9KJ0gAaTX729VaTE3qpqT466HNVuT4HaUFeriOHD4emn4fPP1fUfu507oaTk5MmM5mxtgWzgQyHEJiHEbCGED01swqppzqInJprWXDExAHQ5ChYDEHiIrh5B3NT9pkbldNQl1j+WBwc9WF3S/v1N7xPzagw5pTmUVpXiYfJo9AobgLSiNKD2xKSiAjZuVD8XFsKBA7B7typVYrFdnk/J3wtmDxJik8DNTUVA6vLoo3DRRXD//TWtlXfuVPcdOzZ6nJpDmIBewDtSyp5ACSdctpGqsVOdX7+FELcLIdYLIdZX0XJL2h3B3junxdUXpXBF/khzXzMrR91sjBHhGCPCESYTopVUgG0do9C0M1lCAgDxtqCCISCFokP9uHP0x3RqfC2zWhKDEnlu+HPVjy9seyHTB04n1DuUUe1HMar9qCadr66IydKlMHq0SnadORMKCqBvX9V3r8L2+ZNWegjyE/CryIfQUFUKti4GA3z4IXTvrgqvdeqkZjkJCeDr26Sxai3uCHBESrnG9ngOamKSJYSIklJmnKoJq5RyFjALwF8Et4L1rtrZTkdMNK254uPVnSqgSEDwNn7fE8agQZL9qS3zDbNLeBeeufCZ0z6+tKqUYK/g6ghOTo5aOfTxx2oe8fe/q/zVe+6B5ctrGgJnlxyGwhh8D/9V92Wc48XEqHXGd9wBlZVQXg7Jyac9Zq1lSCkzgcNCiPNsm4YDO6lpwgr1NGE901jy8rDk5WHKKsCUVXDa5zmp468TIiPCbEWYHZcsbiyqwFhUgbWoGGtRMcakdhiT2iF8vBE+3kizGdlKlv7riImmNZeHyguJ9onAJLPx9d+BLJQkvtiLh1a35/u237h4gPDE0Cd4/G+PI4SgslIFNPr2hQUL1PODB6sbQPRxV4hyK9OhaCg+m3+D6XV3F64lORn+8x/IzISxY2Hq1JZ/M9rpuBf4n63b+35gMuqL6ddCiFuBQ6iGq5rmcnpiomktYd8+jAEBtHmnIzJwH5lrcukQGUJWaZqrR1ZN2C7DCAHPPNNwqxspJfkiC4qi8ZWFKsm1sSIjYd26ZoxWa0lSys1AnzqeasJ/1DOAQa3EkabmrchxRf8aaXLsBQz7KiVDQhsArP6qA7goqwLA2CFR7ZeZrZ4vKnLoeE5FX8rRtJbQrh2EhhLvHYU5IJ20kkBMZTEcymvaqhxHmfzjZN7b8B6gcljvuEO1uzmV3LJcLFRCUTQ+lKiiapqmaQ6mIyaa1oISAhPYHLgUizSy6OtYDH9Lx2K1YDS4rn+HlJIvt39JqJfKxP3xR3XFJSnp1MfZE2ZNxeG4CUt1Lo2mtTaG7iqXSbqrjzSLizr2tion1Dixeto+7j1rf+xLb1uPLntH5hCVrG46pHKhzRmZOJuOmGhaC4oPT6LArxSMlVx5USxWLGSVZLl0THnleZSby4n2i8Zshquvhg8+aPg4+8TEqzAQAgPB09PBI9U0TdMRE01rUfHRnZAbAf/D9BTtSD7/MdwMLdM1+HTZJxgx/jEYDKo5sLd344/zrQpXS4U1rZUx2CbL9vwMQ4laBWf1UQnp9vwJqz0acC6pZ/XQiSt/7I/tOSjSdpi5jVqFZyxTFagt+ae/yqmp9MRE01pQQrBKICPwIOlb+zFp2MWEOaDeU1McX8PEYGh8vTP7cX6lftAm0FHD0zRNq0VPTDStBcUHqjwM35CdfLt4OLtySnn+/W30j+3vsjGZrWYSgxKJ8Yth507YvBmuuAK8vE59XHpROm6VQfiXlULQGdt4VjuLWcvL1Q8bdgBwYj9h4ac6bBsj1bd/S0grLPZnzwVxUuXYE1f/GApVRETI2jkpwqx+m9Yq59c20TkmmtaCYv1jMUiBX8AO2iVaiZv0T4Z+NLTerr+OlF2STV5ZHqM7jCblvhTaBrVl/nyYOLGm5PyppBen41Ychk9Vvsox0TRNcwIdMdG0FuRudCcaXwx+u8j7I5Ub+4/h4z0zWXJgCZedd5lTx/L4sscpqSrh0ys+rd52111w2WWNqxJ/ICedyqIEfN0rdcREa9WEm8ohkVW1u+baa3GIStv2INtSNGf1tWmMZo7FUKzemyHfVnfEFvkwx4TUOr+9o7DIylX39vYSRtuKQdu3FXOmStY3BgYAYC0tbdb4ToeOmGhaC4t3D8caeJiDlTEU7Tgffw9/5u2e59QxSCmZv2c+ZVVltbb7+jYuxyQ9HbakpGPOjaazeSsEBDhopJqmabXpiImmtbCEgDj+ClxPucWNG6+HSz4Yyfy987FKKwbhnO8CW7K2kFaUxpgOY2ptnz8frFYVNanPgQPw4ktWCM8gzs2PB6wvg9+9Dh6xpjWdMSQYABkTDoDYcxAAa6Wtmqmt07Cl2HYptTVFSppJrLd177a1xDCX1L5cbLI1vDLHqN+RKFe/E0tWnb0aT+os7MxVOCfSERNNa2Hx4Unk+xeDwcyst82MTRpLZnEmGzM2Om0MC/aoJjiXdLik1vaZM+Gll0597MUXw38/zQaDhYd8lxDBUd0hWNM0p9ERE01rYfFxXbHulOCXhu+eLP529WWsv209vaJ6OW0MC/YuoE90HyJ9I2tt//Zb1fi3PocPw759QKRtifFVk+GjB8HHxWueNe04BttqG8JVHoXVW+WYiM7tADDaVppUr8I5oQpqq9DM1TjGCBUlMqel19oubBEU6auW3RkLbSuXGugf1Fo6C4OemGhai4sOspVu981i4b72DDMH0Du6t1PHMLXPVDxNJ1dqbWhxzZ496v75t9KZsQ2ic1X4V0dMNE1zFj0x0bQWFuylrunilcs7XwZz35MQ3OYojy15jJt73MyQuCEOH8ON3W+sc/t770H79jBsmHpcWqouUdsT8zMy1L1Z7AcgeudhtUFPTLRWRESpaIEloHYxHnv10pPqlbSi3JLqSqvN7SZcz5p/g7+/+iFbrb6x5BwDwGjbbs8laU0RkhPpHBNNa2HHT0zuur2Ktm3B192XL3d8yYebPnToa2cWZ3LHvDsorap7id+MGTBnjvrZYoH+/cFkgr59Ye/emolJ6fofEAgiLx6vNuhLOZqmOYmOmGhaCwvxUte9Pb3SMP2xAg+P4YA345PHM+evObw15q06L7M016H8Q4z4dATpRelM6TWFvjF9T9pn//6an1etgu3b1c8HDtTuNpyzcwXhg8NxK7Vdn9YRE601sHXplt4eLXI6YVF5HtIJ3YirX6u5kRIba6StTsnRHNsGFUGxZGfXub+lsBAAU5tYAMyHj7TIOBxBR0w0rYUFealiZO5eGawvSa6eDEzsOpHCikKH1DSxSivjvhpHTmkOi29cXOekBMDfX90AtmxR9xnTX2HxYujSRT0eOFBy+MrhRPlFgX0Joo6YaJrmJHpiomktzGQw4W/yweR1lD8ORLNypdp+YdsLSQxK5JkVz2CxNqImfAOOlR6rPs83O75hc+Zm3rzkTQa2GVjn/uXl8MILsHEjjB4N06aBv0c5EZt+pkcP2Lo8l/LCSuYuOsrSQ8sY0mYIFBerg3XERGsNrBbbzapuzSSNwvHREqsEq2zx17J6mrB6mjAGB2IMbnzLCPPhI606WgJ6YqJpDhHsEYTJ6yh947O46iq1zWgw8tKIlxjedjgVlopmnb+0qpSkN5MY8ekISipL+M/a/9AlvAsTukyo95iiopock4UL1bbrJnkiliyGP/9EJMTjcdetfHRpLJWWSu7sc6eOmGia5nQ6x0TTHCDYK5gSrzzM6Ufx8Ymo3j6+03jGdxpfa1+rtHIo/xBtg9o2+vwrD60ktyyX5QeXc+P3N/LTxJ9IK0zDaKi/VkFoqFqF88or6vGO/reQnNwDuA969oSJE7FeOIz/7pjP+W260Dm8MxTPVTvriInWihgK1ITZvgrHfu90J9YiqateSguvCBJVKkpqKFAJ7rLY+Q1CHU1HTDTNAUJ8w7B65ZNmiOP3309+ftmBZTz4y4Pkl+fzz6X/pPu73dmft5/CisKT+tvU5df9v+JudOeDyz7gsfMfw9/Dn+Sw5FMeIwR4ecHij9Po1dNKp8B0xPJl6klPT3j3XZb2CWGfIZ87+05V20tK1Fpij5ZJNtQ0TWuIjphomgME+4Ri9tpOboU/n38OgwfXfn75weW8uvpVZm+aTX55Pnf0voO4gDgGvT+IMJ8w5lw9By83r7pPDnQI7sAdve9gcs/JjR5Tdja88x8zm1L8uXHoXzXXc47zzvp3CPUOZXyyLapTXKwu44jWUwdC06w5qkaHjHJx1+sToyGOqJdyQlTG3iXYsu9Ay79WK6EjJprmAMFewVR6F+NhrOKFf5+cpPf0sKdZf9t6ukV045rO1/Dm6DcxGUzc1us2Fu5dyPBPhpNTmlPv+e/ocwdvXPJGk8aUmQlPPmOiCD+SBwerycZxE45D+Yf4YdcP3NLjFjxMtghJSYm+jKNpmlPpiImmOUCwVzDlnqVIqwmvygLg5G92PaN68tuk32ptu633bYR4hzDxu4kkv5VMp7BOJ+2TWZyJv4c/3m7eTRpTly6wdClceCEkDY066fk3176JQHB3v7trNtojJprWigi3c/ejS+QXuXoIDqcjJprmAMFewUiDBI9CPp7TtAnElclXsvSmpVyUeBHtglRTMiklP+39CbPVzIwlM2j/RnukbFpjMiEge5NaJhgTXfvY4spi3tv4HuM7jScuIK7mCR0x0TTNyc7daaemOZC9+iteubz2diK3Tm3a8QPbDKxVj2Tx/sWM+XwMsf6xFFcWMyJxBKKJeR8pKfD+6+rbVmSU4FjpMfrP7k+/mH4kBCZQUFHA3wf8vfZBxcV6YqK1PkYXrcJxIXuXYEt2/Zd4zxY6YqJpDnB8v5z332j+cr4RiSP4/trv6RzWmYLyAq7seGWTz3HgAPyS2hGT0UpQEHy4+UNS8lL4ftf3PL/qefrH9GdA7ICaA5YtUzd9KUfTNCfSERNNc4CaickxLH+urWnne5qEEIzrOI5xHcdRUlnS5PwSgBEjYPJkwS+/CBBW3l3/LkPihvDF+C94Y80bXNXpqpqdLRa45Rb1c/fuzRq7prW4oABXj8B5bKtxRLlajdOauwK3FD0x0TQHOD5iMnvLpdRdJP70+LiffgSjYO9Rgjz9+DVlBSl5KTwz7Bli/WN56aKXau+4ahUcPAiffQYTJzZvwJqmaU2gL+VomgOEeNfkmHzwtR+lpa4dD6geORtXV+CRm8Hb698mzDuMK5PruCT01ltwwQXg5gbjxjl9nJpWH2NQEMagIKwB3lgDmh41PKPYeuxUP/T3xup/lr9nGz0x0TQHCPK0LQ/2yuXdpzLwbgV/T3bvhkOWWEi2MH/PfKb0mlJTr+R499yj7i++WOeXaJrmdHpiomkO4GZ0wxdP8MqlfMESV176otsAACAASURBVA8HgOuug27dBOWdf8QqrdzS8xZYswb+9S/YuVPtZG/aN3w4zJ7tusFqLU4IYRRCbBJCzLc9biuEWCOE2CeE+EoI4e7qMTbEkpeHJS8PQ2lldQVUpzohiuFQBgEGUfNe9xxUt3OAnphomoOEmHzBK5e5ZRexfburRwNUVlKcUURG4Of0ie5D+8BEGDAAnnxSJbguW6bCKgBTp0JkpGvHq7W0acBfxz1+EZgppWwP5AG3umRUmnYCPTHRNAcJdg9AeGezdHsEW7a4ejSwbH4JaeYD5PpsYkLnCbB5s3pi8GBISoKrroJff1Xbkk/dEFA7swghYoExwGzbYwFcCMyx7fIxcMYkFEmjEemCWiZCqpsj2CMjhmJ1Mx05hunIMazbdqtbaSnW1pCs5gR6VY6mOUiIRyBGr2wmD/mLiRNd/0G/PdWf8s5zAbgmxRNev1098emnUFUF550HjzyitrVv76JRag7yGvAQ4Gd7HALkSynta0+PADGuGJimnUhPTDTNQYK9ghFeKZRs2AW4fmJyzzQj9+35ijaWQbS56Z6aJxISVL36zz6DG26AkSPBvdWnG2iNJIS4FDgqpdwghLjgNI6/HbgdwJNWkMUNGIpULpTV17n/n0rj6XcPrq7cuitFPe7QVj1hsai7E7oFn9z689yhL+VomoME+4QivfLY6d+fF1909Whg47Y/IGI7vbYkqg3XXguvvFLTYXjiRJASfv7ZdYPUHGEwcJkQ4iDwJeoSzutAoBDC/uU0Fkir62Ap5SwpZR8pZR836ljFpWktrFkTEyFEsBDiVyHEXtv9yS1Ua/b1F0IcEUK82ZzX1LQzRbBvOGavQtJL/Zkzp+H9He3NzzYBkLxWwtVXw5dfwvTpLh6V5mhSyhlSylgpZQIwAVgqpZwILAPs5X5vBn500RCbTHp6ID3PsEmSlOpmtYDVgnV/Ktb9qeqLQRP7Xp3tmhsxeQRYIqXsACyxPa7PM8CKZr6epp0xQgIiwWAhyvcA6/50fRnpv4pVsmBgiYRJk1w7GK01eBh4QAixD5Vz8r6Lx6NpQPMnJpejsrnhFFndQojeQATwSzNfT9POGMH+EQAUlB2FHNd3BB16ST4AgeUCEhNdPBrNFaSUy6WUl9p+3i+l7CelbC+lvFpKWeHq8TXEXvnVEuSNJah15LvUYq9zUketE+luQrrXpHXKqkpkVSXkF0F+EcLDA+FxhkWBHKS5E5MIKWWG7edM1OSjFiGEAfg/4B/NfC1NO6ME28rS5/ubuO3RUNaude148o4eArM7vlUWiI117WA0TdPq0eCqHCHEYqCuSkuPHf9ASimFqHOF913AT1LKI6KB62jHZ3/HxcU1NDRNa9VCvNTEpNSzkB/nm7j4EujXz/njuP126NQJlu4ogIBgPLzcwNfX+QPRtCYyeHoCIGz5JNZ2Tl7RbI98GBqZA3KK/axebnVut2RnN3VUZ70GJyZSyhH1PSeEyBJCREkpM4QQUcDROnYbCJwvhLgL8AXchRDFUsqT8lGklLOAWQB9+vRxUt1fTXOM+MB4ACr90slYmokxxjWVVNPSoLgYDlIFHkG4B+tJiaZprVdzL+XMRWVzQz1Z3VLKiVLKOFtG+D+AT+qalGja2SbaLxqjxQjBKRT9tNJl41iwAD7/HHoOzIOyINz9PV02Fk1rCmk2I81mRFCgulWaEZVOTCS39atpDmG2IsxWjDlFGHOKWmhgZ7fmTkxeAC4SQuwFRtgeI4ToI4TQHcC0c5pBGAgrCYag/XyWN5pxLij4XXTc38HCokwoD8LdyUWpNE3TmqJZlV+llMeA4XVsXw9MqWP7R8BHzXlNTTuTRJWHkBm0n+wSHzIzVfNeHx/nvf7w4XDxxfDss1BYdhTKeuqJiXbGkGYVHZHFqkeMcLflaXi30v+Hj1uNY8wtBkBmqAwHi71zt9YgXflV0xwo1hwCQSmMClrN6tXOnZQAXHABdOigfi5yr1QRE51jomlaK6Z75WiaA8XLEPAsJP2dt+D+AU5//ZdeUvcWq4USa4HKMYluhfUfNE3TbPTERNMcqIOHKu2z766JXHMNdO0Kjz/u/HEUVBSoH8qCcQ/UExPtDGEvMREaCIAlwMuxr9fU5cEnMO49Uv2zJS+vJUZ0TtKXcjTNgc4LbgPAwapMPDzAre5SBg7xxRfg5wf7PltN3vS71cbyINz9dHVJTdNaLx0x0TQH6pnQFlJh/86VLHruQnBi4cD27WHKFAglh31/LIErgLIg3LzLnDYGTTsttkiJ0c8PAKunk5JdmxopsUVYhO3ekp/f0iM6J+mIiaY5UHjbWERRBEeO7YTly5362n37wsyZEHjDpeTN+UxtLA/C3ceJYRtN07Qm0hETTXOk8HA88qLJbiPZ3u16rkyCt9+GEfXWU245FgsYSwrBw4Pcctv17rIg3H0LHP/imtYc0haBKCwEwHg4Uz1u7+SS9PUwFpYDYNm5BwBdprxl6YiJpjlSRAQBeSEUeh0hOs5Ely7g7aTc0ylTIKltFQQFkVeYpTbqiImmaa2cjphomiMFBRGW50+WTzq+n/wf33033Wkvfeml0NW3EOKeJs9iK+5Upiu/amce4dnK2ihUObEs/jlIR0w0zZEMBmJL/UBIDr70GFgsmJ3wN81igdGj4YH/tIUHHySvPA+j1R2D2V2vytE0rVXTExNNc7B2VarS6tYfv+GdWUb8/FRpekeoqFDnfv55uPoqiXVvClRWkleWh4c5kEDyq1vIa9qZwpqbhzU3D9Oho5gOHVWrYazOz+wwFlVgLKrAmpqGNTXN6a9/rtATE01zsE5u/gBsyUilRw+YNk1NIBxh6lRo1w5iY2HBT4KcpIHw6afkledhqgwgiDxobWFxTdO04+iJiaY5WJcwf6jwZfvyeQzM+4kXXoDgYMe81tixcNttMGkSyLx8wj98CS64gNyyXIzlgXpiop2RrKWlWEtLseTmYcnNU/VGTrM6a3NY/Dyw+Hkg3N0R7jpXy1H0xETTHKxtkgfktmfvsT2wbBlWK2RknLxfVha88ALs29f019i4EaxWuOIKeOYZ28bAQJg0ieKIdhwtzEOW6YmJpmmtn56YaJqDRXcOQhxrT3ob4OWXueEGGDr05P1SUmDGDHUvm3D5fPly6NcPVq+GvXtV4isA2dmwdy+PPGxlx/488nMj9cREO6PJykpkZSWGcjOG8pbLIhcWibCc4h+dLafF/rrW4mKsxcUt9vpabXpiomkOZkxoQ2BuGPmmVKosVdx8Mzz66MmTj0GD4OBBmD4dPvmkced+7DFYulRNdPbsgU6dID3d9uQHH0BSEr8tBzzzoCyIKDL0xETTtFZN1zHRNEdr04boYz7kCQsH75zAyBffqzfJJC4OYmLUrSE5OfCf/8Cbb8K//gVmMyxbdtyxl11GVXgMu6dawbOQIWEFPCpeAI97W+69aZoj2bsL22fxtntRbOv35OnXIi8jG0hXMRapSq+kZdUej+YQemKiaY7Wpg3tcgU7gD3bltEhPZ0CYzCrV8PIkTW7rVihbvPmQWPy6ry94b33oFcv9dhkgo8+qvlbTnIyu8zJVBmOAXB18G7CIw1gNLbku9M0TWtR+lKOpjmalxfdStU/te0vPgFduvDvf6vKrDk5apcNG2D2bHjySTVvkBJefBHmz6//tN7e/9/emYdXVV77/7NyEgIByiTzIASQSRAqoi3SYrGIWMU644BDvWrVqr9KKWq9HX/WW4tTxVqcW2wVFS1WqyhWLs4gUJCZIiAY5jAnQJJ1/1hvwkkIQ4Dss5Osz/PsJ2fv/Z5zvnnPsNdZ7xrg4ouhc+e9x0qMkpkzoX9/Zr6eA3U2AdBo4w5o1aoS/kHHqVwSnTqQ6NQB0hKQlkCKtKSj71HhIFk+sj0P2Z5H4datJf17nMrDDRPHiYAeDQTyGjJr5RIAbrwRPvwQmjSx86ecYqs7eXlmmOzaBRMmwN//vv/HnDcPFizYz8nmzWHTJh59uIBWx64HoNEXaw5tjchxHCeFuGHiOBGQnZ0GmzqzcO40uOsujj3WlmB++UuYPNn+nnba3iWc2rVhyhQYN872Fy+2JJtkRo0yj0kpioos57iggMJpHzJ7Yxv6130DgEYr10P79pX6fzrO0SRRvz6J+vUpqp9FUf0s6Nvdtj0FldOvJkUVZZ3SeIyJ40RAhx5Z8OVxrGz0lqXeALm5Fry6a5eVkC9Lw4b2d/t2y9g54wx47rm95x95xAyWUqxcaVZOmzasGnA5u3dDg62fANAoHxgx4qj/b47jOEcTN0wcJwKOOb4FmbO3k9tzI/nPPkltbBnnzTehXr0D37dePYs/6du39PEOHWwrRfv2MHUqnHgi/5lqh/Kb2PJR44//Ddm9jsa/4ziRUBLPMWseAInuxwFQ1PjoZOPsw37iTHR7JTW3csrFl3IcJwKkYzatN9UBUZblLrNjAiedBN26Hfz+555r/W/APCwffWTxJ+VmLfbrB4kE69YBnV/nrwNWMOzYM2jeoedR+38cx3EqCzdMHCcKOnak68YiABbfPBxeeumwHubaa+H88+H+++G225KycMCslHPOgRdfBODz9XPhwovpsbEO4y99CZHoe4s4zlEhZOOgCqoU1cmgqE7G0Xv8g8SWFFecdaLBDRPHiYLWrembayWs56bttGpoh0Hv3nDyyVYZ9vXXy5zcscPKvm7ZAsDkzY+ApvHqmtOpV+sg60WO4zgxwWNMHCcKEgl6N8yDLW34aNDJcMkl+45Zu9bWZ4YO3btuU4abb957u3v3Mifr1YMZM0p2v9wzm7Sv+pCd3fUo/ANOVUVE2gJ/BpoDCoxT1YdEpDHwAtAeWA5cpKq5qdJZHpJhaWpp9eoCoJlH0UuSzEE6FeuuXZXzvE65uMfEcSKiS8cCWNOHOetnlT9gwQK4/npo29bSfo+AgqIC1ssc6qzpsl8jx6kxFAC3q2p34BTgJhHpDowGpqhqZ2BK2HeclOOGieNERMfj6yA5J/DVroXs7NgO5s4tPaB/f3joIYt03bbt0B940SLr5PfMM3DmmbB9O4s3LqYwLZ+GOR3M0HFqLKqao6ozw+1twAKgNTAMeDYMexY4NzUK94/u2W3brl3orl0U1U6nqHZ0jv7EljwSW/LQggL0MJdfnYrjhonjRERm53a0WNMSlSLmDDiuTOQqkJEBt9wCr7wCDRoc/AG3boUHHoAHHzSDpFUrM1KyspiVY16Z9msaeLVXpwQRaQ/0AT4BmqtqTji1BlvqKe8+14nIDBGZsQdf0nAqHzdMHCcqOnake04mALNuOh+OP770+U8/hbFjYc8eWLrU6tMfiHffhR//GC680LJ8Bg+2OvVpabw4bTYUZNJ/w8a9de+dGo2I1ANeBm5T1VINX1RVsfiTfVDVcaraV1X7ZpAZgdK9JJo0JtGksRnxIiQ27SCx6QhqipTNvtlPNk5a3h7S8vZYN+HijsJOZLhh4jhRkZ1Nny0bYGdjPvtqJmzcCPn5e8//858W3bpsGXTtaqVdD8SwYbB6NZx6Kpx9NgAr1tVhyhR4f+lsWHc83y963ZrwODUaEcnAjJLnVHViOLxWRFqG8y2BdanS5zjJuGHiOFGRnU03FsGaPnyy6CNrtPfaa3vP33GHZeZ06QJjxsA11xz48URs+aa4wQ7WHPD005WNtWbRMb8dp8inh7Ys5FRbxArYPAksUNX7k05NAq4Mt68EDtAyMkWkp9uWlmbblm22HYz91SU5SBfh9FUbSV+1EZauhKUrvZtwinDDxHGiom5dejf+EnL6sDB/CXt+dgeccAK89ZZ5PmrVgmbNbOytt9oSzPz5MHIkTJq07+ONHVvKsCkqgmnTgK+thqyNDElPh0aN7Avdqcn0B64AviMis8M2FLgX+K6ILAFOD/uOk3K8jonjREjP43aRsbYHe3Q3C354Ib3qtrKKaRddBL16Wa+bs87ae4fZsy0YdtSofR9szBgYOBDOPpvCQlixwpJ5bnp4FmM3waVLpvsyjoOqvg/sz00wKEotFaVwnbXUTnTtBIDkHqL34iB1SUq8KWFcYovFcxWsWl1xkc5Rx39KOU6EZHTtSK91tQGYmTPTiqJNnAhjxrDzngc584Z2TJ2adIdLL4UlS8yTUlgIO3fuPbd0KTz8MAsXQt268POf2+G8BrMRhV6fLPeMHMdxqhxumDhOlHTrxsC1y2F3Fh9/Od2OnXYa1KvH0n8s5M1VPRk4sMx90tJsnWbIELjuulLH1+fV4+mnrbHf+PFAxk7e+2Isx6+DeruBp56K5N9ynMogLSuLtKwsChvUobBBHQraN6egfblZzRV84DKxJjnrbHNigRsmjhMlXbvyTf0U/jOYCZ+/yK6CvXUhNm1JlNxesqTM/dLSLB140CBrZPbRR+joO2jWDH73O+jUyUJSml78U5axlgcWdbACbtnZEf1jjuM4Rwc3TBwnSrp25RQ+hhk3kLt7Pa8sfKXk1KZNe4clJ+uU8JOfwNVXWzbO7NnMG/Nmyalx4+DpqVNY3+kRbvkYBt3/yr51UhynilGUl09RXj7pK9bZVpw1c8QPbFk7sqcQ2VMIiYRtTixww8RxoiQ7m1YZG+i5tQe1d2bz2IzHSk7lhvZpzZrBY48doL7axImwaRMzH/8MgDlzbDXov98fSecdtfnt7gGW7eM4jlMFccPEcaIkPR26duX8Bu+R/8H1TF0xlZfnv8ygPw9izFdWJO3RR20p5+qr99PL75134LXXWLHCMgs6d4YF6xcwe81sbpqTSVZbX75xqglFhVBUSEHOGttWf0XB6q9KPChp23eTtn13xR83xJhoRgLNSFDYuQ2FndsgmZlIZrTVbZ19ccPEcaKmd2/Oz30CZl1NggwuePEC/rVsKguK/kF6i1mcd9KX3HsvvPAC3H67VagvxX33wbvvMin39zQ5/jNq14bnP38eQbjoo63etM9xnCqNGyaOEzV9+tBj41Q6t2hE4ZRfcHmXG9Cxc6Ewg0a97keeeJxRo6zw64MPWqjIk08m3b9uXTaSx4xGo9lx5nB2Fezi+XnPM7DFKbTcqm6YONUXVVAt8aCkbd5G2uYKdOLeH8UxJyJI2eaaTuS4YeI4UdOnDwJc+o3lMO1Oxg//I2zoRvp/vkdBrxfYM2UyIvCnP1m2b506cO21MGHC3oeYtnguAPl1lzDi1REs3riY4Y0G2Ek3TBzHqcK4YeI4UdO7N4jw0/YvMHKkBbu2awfPDuxDbr09vJE7HbZsIT3d4kw+/RS++U27PdfsEd6cZTd6NRjAhHkTSCeN89aEKq9umDg1hcJC244QKVKkSCnKz6coubGmkxLcMHGcqGnYEE46iTrvvs5998FXX8HixXBRVntabINnehXBe++VDK9VC156Cb72NbjkEsvW+ezLubCzCc9lXkKWZjBkURFNbh1td3DDxHGcKowbJo6TCoYMgU8+gU2bSCQgMxPSt2zjqtkwqQvMfesvpYa3bAnPPGM9/UaPhoW5c8jadjzH33gTH/9xD48X1z0ZMMC7CTs1h8xatu2HtPwC0vILSM/JJT0nl8T85STmLy+pX1Ky7S5AdhdEKNw5EG6YOE4qGDLEcoHffnvvsc2b+cmH0FBrcWv+K+jataXucsYZcMst8PAfitie9Tl9Mq0PTs910OLm0dY7Z8qUKP8Lx3Gco453F3acVNCvH2Rl2drMypVW1XXzZhprbX7dbxQ3JX7FxN+O4PwH3yp1t3vvhbc+Xc6iWju4ok6owLZihS3feDaBU0NING8GQOExXyt1XHZZvIlmhiquS1YAULBjR+n754Uc/FVr7HG2HmLXYicS3GPiOKkgkYA777Tbo0bBrFmwejW0bMl1Q++mZ+Ex3FBrMhc88i3ueOcOtu/eDliGzm8enwNA79V7oHlzi5x1o8RxnGrCERkmItJYRN4WkSXhb6P9jGsnIpNFZIGIzBeR9kfyvI5TLbjrLsjJgRYtYMQI83y0a0d6WjrPXjOJ3tuymL/kQ373wf9w2ZNnUVhkvwYXbLSMnB4LN1nZV8epYejOPHRnHmnLc2wLFWD13wvRfy9EZi1CZi2iaMcOisp4SwB0xWp0xWoKt22jcNtRqIPiHFWO1GMyGpiiqp2BKWG/PP4M3Keq3YB+gPeXdhwwo+RXv4LPP4cPPjDvB9Cn/Td4+5r3mD+xJQ+9oUxa97+MmvBfAMxdN5fsRtnUW/SFtRV2HMepRhxpjMkwYGC4/SzwHvDT5AEi0h1IV9W3AVR1+xE+p+NUL66+GqZPh8cfh5499x4/6SRYuZKbp01j8e8HcT9Ps37iHmZ8NYMTjukBOf9wj4lTIykq9nIUOzs2lO44rLsOXNuk2IuS6GafH12x2o7v3Hn0RDqHzZF6TJqrak64vQZoXs6Y44DNIjJRRGaJyH0iUm5/aRG5TkRmiMiM9evXH6E0x6kipKfDuHGwZo01x0lGBL71LR646Cl+NhX+NvevfLH5C3omWtl5N0wcx6lmHNQwEZF3ROTzcrZhyeNUVQEt5yHSgQHASOAkIBu4qrznUtVxqtpXVfs2bdq0ov+L41RtmjeHtPI/konLLufXDb/PjCfSGN52KMMLu9kJX8pxnMOmcOFSChcupWjnTveWxIiDLuWo6un7Oycia0WkparmiEhLyo8dWQXMVtVl4T6vAqcAT5Yz1nGc8hCBxx7jhB7T+OufNsCw8CXqhonjONWMI13KmQRcGW5fCfy9nDHTgYYiUuwC+Q4w/wif13FqHs2awZgx1jznrrugVSuoXz/Vqhyn6hK6FTvx4kgNk3uB74rIEuD0sI+I9BWRJwBUtRBbxpkiInMBAR4/wud1nJrJ5ZdbRz+AHj1Sq8VxHKcSOKKsHFXdCAwq5/gM4Nqk/beBXkfyXI7jYDEor74K11xj9ekdx3GqGV6S3nGqGk2bwmuvHXyc4zhOFcRL0juO4ziOExvcMHEcx3EcJza4YeI4juM4Tmxww8RxHMdxnNjghonjOI7jOLHBDRPHcRzHcWKDGyaO4zg1GBEZIiKLRGSpiIxOtR7HccPEcRynhhI6vY8FzgS6A8NFpHtqVTk1HTdMHMdxai79gKWqukxVdwPPA8MOch/HqVTcMHEcx6m5tAa+TNpfFY6VICLXicgMEZmxh12RinNqJrEtSf/ZZ59tEJEVFbjLMcCGytJzBMRVF8RXW1x1QXy1xVUXVEzbsZUpxKk4qjoOGAcgIuvf0Zd2EN/3GsT7s1BM3DVGoW+/n/XYGiaq2rQi40Vkhqr2rSw9h0tcdUF8tcVVF8RXW1x1Qby1OawG2ibttwnHykVVm8b99Yy7Poi/xlTr86Ucx3Gcmst0oLOIdBCRWsAlwKQUa3JqOLH1mDiO4ziVi6oWiMjNwFtAAnhKVeelWJZTw6lOhsm4VAvYD3HVBfHVFlddEF9tcdUF8dZW41HVN4A3KnCXuL+ecdcH8deYUn2iqql8fsdxHMdxnBI8xsRxHMdxnNjghonjOI7jOLHBDRPHcRznkIhbXx0RaSsi/xKR+SIyT0RuDccbi8jbIrIk/G2UYp0JEZklIv8I+x1E5JMwjy+EjKhUaWsoIi+JyEIRWSAi30j1/NVIw0REJNUaqho+Z04U+PssvsS0r04BcLuqdgdOAW4KmkYDU1S1MzAl7KeSW4EFSfv/Azygqp2AXOAHKVFlPAS8qapdgRMwnSmdvxpjmAQL9QQAjVHEr4gMFpEbU62jPOI6ZwAicraI3J1qHWURke4icpqI1BWRjFTrSSbGc9ZKRNpC/N5nTili11dHVXNUdWa4vQ27qLYOup4Nw54Fzk2NQhCRNsBZwBNhX4DvAC+FISnTJyINgG8BTwKo6m5V3UyK569GGCYich4wGbg/uKwuCC9IqnUNBu6ltCUdC+I6Z1Ayb78EPkm1lmRE5PtYcaqRwFPAbSLSPLWqjBjP2XnAe8CT4X3WR0QyUyzLKZ+D9tVJJSLSHuiDvcebq2pOOLUGSOXn8EFgFFAU9psAm1W1IOynch47AOuBp8NS0xMiUpcUz1+1N0xEJAu4DLhMVQcB/wL6A5en8kIrIt8GXgMuVdV/iUgDEWkmIil/TeI6Z0FbP+BvwI2qOllEGolIp7BOmjIPhYikY78yrlXVs4DxQCPgJ6k2TkTkZOI5Z02AG4DhqjoYWAZcDwxy48SpCCJSD3gZuE1VtyafC164lHjiROR7wDpV/SwVz38IpANfB/6oqn2AHZRZtknF/KX8IhgBRUBDoBuAqo4FPgI6Ad+GlK1rf4mtj349rN2+jP3K/ntY3knlWnshdlGN25yB9fHYDHQTkabA37FfJH8GfiAidVKkS7D32dcBVPU1zPDcDVwSXuNUEdc5ywcygaYAqjoKWAKcA3QGjzmJGRXqqxMVwbh+GXhOVSeGw2tFpGU43xJYlyJ5/YFzRGQ5tvT1HSymo2H4MQOpncdVwCpVLfakvoR9h6V0/qqtYSIi7UWkkarmA/cD/UTkJABVnQCsBK4O+5FZgyLyXRE5VVWXAb2BPwDbgAnYF/IHwM3YF3akiEiaiKSr6i7swtUveChSOmdBm4hILVVdDQwGfgp8DvxFVb+HfehPBxpHrKubiLRQ1T3APcC3RWQIgKp+BHwGDMDKfUeKWAbFMFVdBXwXcyenfM6KUdUdwF+BE0UkOxwbA+QBvwj7HnMSH2LXVycYrk8CC1T1/qRTk4Arw+0rMWM8clT1DlVto6rtsfl6V1Uvw7zQF8RA3xrgSxHpEg4NAuaT6vlT1Wq3AUOxEsttwn428N/Ar4F+SePeATpHqGsQsBWYBrQKxzpgUeXJ494CukQ8Z+diyw/PBp2tgbuBXwEnp2rOwnMOAR7HPEqDwrF2wPVlxr0GnBKxrveATmG/PvBf2BflmUnjJifPYYTvtc3AF0n62gDXpXjOzgIeDZ/HPuF9Ng64sVhnGPc60DTKOfPtnxst7wAACoNJREFUkF6/ocBi4D/AXTHQcyq2zDAHmB22oVgcxxTMA/cO0DgGWgcC/wi3s4FPgaXAi0BmCnX1BmaEOXwV85andP6qXUl6ERkK/Ba4Qe0Xa/HxzljcRFvgY2wt7W7gVFXdGIGuIUHXWOB47FfrPuuOInIx5g0YrKobKltXeM5ewAvA/wNaAj/GDJJ12K/99lhAWaRzFrQNxQKE78WWSkYC56rqnDLjLgB+hhkEOfs80NHXdVbQdI2qTk86Xhd7n30fM1o2YJ6KgVHoChrOxN5rd2Nu2bm618WdPC7qOTsFM3x/i3353YH9atwDXAWsxTxMdYKu/qq6pbJ1OY4TL6pTEz/EisBcj7n1PgqBmldjFvW7qvqLYCD8EFs+uTQio+Q47IJ6s6p+ICKPAr/DftUWj0kAl2Jf1hdGZZQEjsHSAN8MWlYCt2MeiseAE7FftJHNWdDRCLtwjVTVyeFYe6BZ0hgBRmDzdn5EF9g6wEVYZP10EamPGXUNgFdVdZyIzMKW5HYAF0dolLTFaiL8SFWniaV7jwQmJo0R4ArgTiKas0Br4ENVfSbo+AL4IxYAezf2S/cGzFC5wo0Sx6mZVCuPSchoOQMLOKqPufmmYgGI1wHnqOr7IVhK1HLxo9BVC1u6WR72a2NZEk+r6qRwrA623r9YVRdFoStJXwvg/2N59p+qaqGIDMLiX25SyxqKdM6CrjTsNZwB5KtqkYg8BOSp6uikcd8ANqrq4gi1dcF+5XcBjsXWZHdjSzk/UtXXg37VCD9kIaCuabKxIVZt8m1VfSjsC3ASZlhFOWdfxwzcu4v1ici52FLOYFWdHT4bCbX4E8dxaiDVxmMiIhIuXJOxTJwfAeNV9YFwfj22vv2+WqBiVLrSwsV8efE+lvWyAKtUOAlAVfOw9f5UsAHLZb8Qi8ZeqapTRORB4FwReS/KOSsmvJ7TylzY5xM8JmHZa17ykl2E2haJyNPAz4EXVPV3QdN64DIR+aeqFh3wQY4y4TNQABRf9NPD/kSgV5J2xda3o2YeUA9LoR4ZpLwaPIrfBmarBas7jlODqRZZOeELWYMRUAi8jQWUPpA0rDaW0hm1rlIXJ1UtChf5Z7AL2DlRakrWFv6mhYvXr7F1/5sxLwWY4Vonyl/8ydqg3KyMdUCuiAzD4mAKiIikOZOgbTHw42KjJJCJeSJSYZSUmivdW8DpHeBsEbkqSk3FusLfhFq213VY0OvvMU8T2Jy1i1qb4zjxpEov5QR3+nZgt6quD8f2+YIWkUuxgM4rVLXSq6yWp6vM+bTgDbgDM5h+E5VHQkQaY8siO5OOpatqQQjc/CmWvdEGaIUVWft3CrWVej2Dl+QvwL+BERG9nuXpSitrfIjICKwnxghVnVfZug6grWTOkt5rV2GBzDdF4ZUQK56Wn7wkIyIZqronxOQ8ii19NQS6YnE4n1e2Lsdx4k+VNUxE5GzMjf4lFsl/P3vjEEouGiIyAAvy+0kUX3wH0VX2ItsfWBZhYOQw4FosuPAVLEh4RjhXS1V3hxiFuljm0HK1uiGp1pb8evbDLmqXRRGLUwFdvTGj7h5VnVvZuiqiLewfh3lyKr1QkliZ+RuAWsBzwBwNBZyS3meZmMekMzBfVb+obF2O41QNqqRhEjwSLwPDgQwsov9aILfMl3FdrFhTo4iybw5VV5OoMluSnvO4oO1iLAvnbMwrMlZV308a1zoqY+QwtDXHYmGaquraOOlS1bUiUl+tkVilUwFtbdQKrEWCiLTCikcND7r6Yss0L6vq20njvqZlSoc7juNA1Y0xOQYrozsXK/bTEasP8hsROR0o7g/yAyA9QiPgUHUND9kHUVKsbb6q/i/wPlbx82IJrctFpAcW91I/ptp+ANSOwiipoK5rRKRuVEZJBbVdJtZHJCrSgZWqOlMtxft5bNntPBE5Meg6GRiRgs+A4zhVgKpqmEwH6ojIO1gFwvHYkslXWBZJFtYR8UWNML21ArpeTkH2wefAVhH5WdjvAyzC+pUUBx6uA56K+AJbEW3jkmMpYqTr8RSktx6qtidVdXtUolR1ZdD1+7C/DKt8uxZbHgTLGkrFZ8BxnCpAlVnKEZE2wDYNRZfCr62+WFnyK8Kxrljhsms0uqqpsdRVVluIHTkNuAkzSFVVh4nIcKy0+tVRZpLEVVtcdcVZW4iVag5kqer44LG5FViiqr8PY84CbgG+H7Fx6ThOFaNKeEzEijC9g3VCLe5Emh/W0reLSHGxrU5YlH8kacFx1VWeNlUtCGv852Epm+eFofWJOL01rtriqivO2sRaBozDvCF3isg9qjofC8btKFYQD6x+yW4iTtl3HKfqEXuPSbjgP491tl2FuYSfL/Y8iMhgrPZGfazx0OVapo9KTdK1H23rgrb1ZcbdhpXsvzzCTJJYaourrjhrE+s/9TfgNrWKyu2xasGXYZlCxc0z62M9qkao6qzK1uU4TtWmKhgmtbCy34uB7wHfwjoyTgiZELWwWiC9gP9EmHobS10H0faCqq4rTlsWkduBt6JIo467trjqirO2YJj0UdUJYr2eGmJdga9N1iDW8iBPvfeN4ziHQGwNExFphwWKpmvp4lHnY+Wrl6jqH0Skt6rOrum6Kqjt66o607XFV1ectQVdOQAaCgMmGUfjsV44X4jIiVpOB23HcZwDEcsYkxAo9wbwCPB0CB4FQFVfxhrzNRWRV4FpYrUTaqyuw9A2VURa13RtcdUVZ21Juh4FxifpKu671RioKyKXA88Xx145juMcMqoamw0LjGsLzAUGYpH+I7FfZz3KjB2PNcbrWVN1ubbqpSvO2vaj6/ayuoCngJewuio9KluXb775Vv22lAvYRxAksCj/1uxdaroVWA0cF/ZbYl1me9d0Xa6teumKs7aD6OoS9sdg8S9do5wz33zzrfpssYkxEZFOWHfbZZib+DNN6toqIqOA7sAPVTVPROppBIWj4qrLtVUvXXHWdoi6egDXAIOBRWqF1RzHcSpM+sGHVD4i8j3gHiAXcxU/Bzws1ir9t2HYBOAOrLIlEX0hx1KXa6teuuKsrQK67lLVQuCfla3JcZzqTcoNExH5JnAfcKmqzhKRcUA/4JvAxyEN8XngVOBELCUxt6bqcm3VS1ectVVQVx8Raayqmypbl+M41ZuUL+WEL7/jVPWZsN8UeEZVzxKRbOBn2C/Ek4GrNLqiVrHU5dqql644a4urLsdxqjdxMEwSQF1V3RputwReA4aqao6IHIsF19XVCAs0xVWXa6teuuKsLa66HMep3qS8jomqFqrq1rArwGZgU/jiuxy4E8iI+osvrrpcW/XSFWdtcdXlOE71JuUek/IQkWew+giDiZGLOK66wLUdDnHVBfHVFlddjuNUH2JlmIiIABnAgvB3kKouSa2q+OoC13Y4xFUXxFdbXHU5jlP9iJVhUoyIXAVMV9V5qdaSTFx1gWs7HOKqC+KrLa66HMepPsTVMBGNobC46gLXdjjEVRfEV1tcdTmOU32IpWHiOI7jOE7NJOVZOY7jOI7jOMW4YeI4juM4Tmxww8RxHMdxnNjghonjOI7jOLHBDRPHcRzHcWKDGyaO4ziO48SG/wPshrusxcgDQQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt_models=['MAR6km_ERA', 'MAR20km_NCEP1']\n",
    "model_colors=['r','b','g']\n",
    "components=['DHDT_compaction', 'DHDT_SMB','DHDT_total']\n",
    "component_styles=['--',':','-']\n",
    "\n",
    "for basin in np.arange(1,9):\n",
    "    plt.figure(basin, figsize=[10, 5]); plt.clf(); \n",
    "    plt.subplot(121)\n",
    "\n",
    "    for mi, key in enumerate(plt_models):\n",
    "        basin_i=np.flatnonzero(np.floor(sub_basins)==basin)\n",
    "        basin_slice=slice(basin_i[0], basin_i[-1]+1)\n",
    "        t_i=(np.array(ds[key]['time'])/365.25+1980 > 2018.5 ) & (np.array(ds[key]['time'])/365.25+1980 < 2020 )\n",
    "        i_1996 = np.argmin(np.abs(np.array(ds[key]['time'])/365.25+1980 - 1996))\n",
    "        for ci, component in enumerate(components):\n",
    "            dM_i=np.array(ds[key][component])[:,basin_slice].mean(axis=1)\n",
    "            dM_i -= np.mean(dM_i[0:i_1996])\n",
    "            plt.plot(np.array(ds[key]['time'])[t_i]/365.25+1980, \\\n",
    "                 np.cumsum(dM_i[t_i]), component_styles[ci], color=model_colors[mi], label=key+' '+component)\n",
    "    # plot GSFC:\n",
    "    for ci, component in enumerate(components):\n",
    "        temp=np.mean(np.array(me['ds'][me['components'][ci]])[basin_slice,:], axis=0).ravel()[me['t_sub']]\n",
    "        plt.plot(me['year'][me['t_sub']], temp-temp[0], component_styles[ci], color='g')\n",
    "    plt.xticks(rotation=45)\n",
    "    \n",
    "    plt.subplot(122)\n",
    "    plt.imshow(np.sum(ds[key]['BASIN_MSK'], axis=0) + 5*np.sum(ds[key]['BASIN_MSK'][basin_slice,:,:], axis=0), origin='lower')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "dir(plt.gcf())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.gcf().get_figwidth()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
